{"version":1,"pages":[{"id":"-MHobJ-V2c5qdbfVJHVB","title":"opencampus.sh Machine Learning Program","pathname":"/opencampus-machine-learning-program","siteSpaceId":"sitesp_UQQHK","description":""},{"id":"-MLN40Xfyl1hQKOuyIOA","title":"Course Kick-Off","pathname":"/opencampus-machine-learning-program/kick-off","siteSpaceId":"sitesp_UQQHK","description":""},{"id":"-MLRrI5vSu8SSgauPdnm","title":"How do I choose a course?","pathname":"/opencampus-machine-learning-program/how-do-i-choose-a-course","siteSpaceId":"sitesp_UQQHK","description":"I am confused and not sure about which course I should choose."},{"id":"-MLS0XBgbu-L0S4yoISR","title":"FAQ","pathname":"/opencampus-machine-learning-program/faq","siteSpaceId":"sitesp_UQQHK","description":"Frequently Asked Questions"},{"id":"-MHzCLxxz6iJTqsHsCML","title":"Introduction to Data Science and Machine Learning","pathname":"/opencampus-machine-learning-program/courses/einfuehrung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"}]},{"id":"-MNPz77BlcWehQLQxyuG","title":"Conditions for Receiving a Certificate or ECTS","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/durchzufuehrendes-kursprojekt","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MJ73zYxeSHG5h_xRKBi","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/vorbereitung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MHz9_Gyqe1IqatcQh2c","title":"Week 1 - Introduction to Data Science","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MHzBonwQXeeCVJWNW67","title":"Week 2 - Data Import and Visualization","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7VcbVenJBpc6K6uO","title":"Week 3 - Versioning with Git and Data Preparation (Part 1)","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-3-r-projekte-und-versionierung-mit-git-und-github","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7d1rYYHo-ADwOeiH","title":"Week 4 - Versioning with Git and Data Preparation (Part 2)","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-4-datenaufbereitung-mit-tidyverse","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7jvl-7HXd-73kNsJ","title":"Week 5 - Time Series Analyses and Introduction into Machine Learning","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-8-zeitreihenanalysen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7iXzXbiMYoTaCSR8","title":"Week 6 - Baseline Models and Linear Regression","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-5-einfuehrung-in-das-maschinelle-lernen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"L0fkNt3g6VZNYpR9tYSM","title":"Week 7 - Overfitting and Regularization","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-6-overfitting-und-regularisierung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7jYYFRfPzyEh-b1l","title":"Week 8 - Neural Nets","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-7-neuronale-netze-und-deep-learning","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7j6NY2JZLKgISNH3","title":"Week 9 - Missing Values","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-6-support-vector-maschinen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"-MIy7kK9tN_DQyuSuVpv","title":"Week 10 - Project Presentation","pathname":"/opencampus-machine-learning-program/courses/einfuehrung/woche-9-projektpraesentationen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Data Science and Machine Learning"}]},{"id":"7YMoWaeT97muMb8keNxs","title":"Applied Machine Learning","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"}]},{"id":"FAPfxputYTt4D8kOyOiN","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"05C1MRLTnhbc2GWvNjcB","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/preparation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"VGzHw0e6o53pNYAdO4V0","title":"Week 1 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"FiJACfCV21ufOTTe6eJl","title":"Week 2 - Introduction to PyTorch","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"heFU6u4rpqbqqiPg89wt","title":"Week 3 - Data Management and Neural Network Components","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-3","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"VG1mTVIVKbqjTNjHxaZy","title":"Week 4 - Working with Text Using Hugging Face","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-4-convolutional-neural-networks-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"0d0p7YjRCdhlJHFMUsUa","title":"Week 5 - Project Feedback Session","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-6-project-feedback-session","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"KRhuAGqMOcAw2Q6Yd79d","title":"Week 6 - Hyperparameter Optimization","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-5-convolutional-neural-networks-part-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"RFmPpezgsXuJ3ZTZ8pFf","title":"Week 7 - Working with Images using TorchVision","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-6-natural-language-processing-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"5EPY7W1Hg1z7yktpjCFX","title":"Week 8 - Efficient Training Pipelines","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-7-natural-language-processing-part-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"Av79cSjcwQNVSRfcTUWh","title":"Week9 - Project Work","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week9-project-feedback-session","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"5W2Ho1xDFy8SwxGVhVEz","title":"Week 10 - Transformers for NLP","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-8-sequences-time-series-and-prediction-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"Kk9Mylsj61V3ncUctQ8X","title":"Week 11 & 12 - Presentation of the Final Projects","pathname":"/opencampus-machine-learning-program/courses/machine-learning-with-tensorflow/week-11-presentation-of-the-final-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Machine Learning"}]},{"id":"tOJLExvjEBuPVBmFfbOI","title":"Intermediate Machine Learning","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"}]},{"id":"OwSIP3HQGOD8dB0z1981","title":"Hello and welcome😊","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/hello-and-welcome","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"jK162O0OTmCJZzIzzvlL","title":"Prequisites","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/prequisites","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"EJQ1K9UkzSAowJVPGM0P","title":"Week 1 - Course Introduction","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"wgbWj8tIQnNnJDKLETt4","title":"Cousera Videos","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-1/cousera-videos","siteSpaceId":"sitesp_UQQHK","description":"Watch them all😊","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"},{"label":"Week 1 - Course Introduction"}]},{"id":"DFRMq8XiSQaERnZFHFi9","title":"Week 2 - Recap ML Basics, Intro to PyTorch","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"d33imgcr0zQ2c6s1Nd1C","title":"Coursera Videos","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-2/coursera-videos","siteSpaceId":"sitesp_UQQHK","description":"Watch them all😊","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"},{"label":"Week 2 - Recap ML Basics, Intro to PyTorch"}]},{"id":"xDaDeN093ZK3mZcT1fuv","title":"Week 3 - Intro Kaggle competition - EDA and baseline models with PyTorch","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-3","siteSpaceId":"sitesp_UQQHK","description":"Learning and testing - a.k.a. don't do Bullshit Machine Learning","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"0yqGD4yo6JH4SvcFisAH","title":"Coursera Videos","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-3/coursera-videos","siteSpaceId":"sitesp_UQQHK","description":"Watch them all😊","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"},{"label":"Week 3 - Intro Kaggle competition - EDA and baseline models with PyTorch"}]},{"id":"avCXNGtGgS6PeYMRE5GR","title":"Week 4 - Convolutional Neural Networks","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-4","siteSpaceId":"sitesp_UQQHK","description":"CNNs","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"lhcHAge7fs8ip3HYk4tx","title":"Cousera Videos","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-4/cousera-videos","siteSpaceId":"sitesp_UQQHK","description":"Watch them all😊","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"},{"label":"Week 4 - Convolutional Neural Networks"}]},{"id":"DEFl5zrTKef9GxmGz6EI","title":"Week 5 - Recurrent Neural Networks","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-5","siteSpaceId":"sitesp_UQQHK","description":"RNNs","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"VNQxtMNtqQfVAhlm5HM1","title":"Cousera Videos","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-5/cousera-videos","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"},{"label":"Week 5 - Recurrent Neural Networks"}]},{"id":"5Sdh74ihBLndrTGnEBqE","title":"Week 6 - CNN and RNN Applications","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-6","siteSpaceId":"sitesp_UQQHK","description":"Hands-on","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"jcLEU4qTxbyQ4omfT64T","title":"Cousera Videos","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-6/cousera-videos","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"},{"label":"Week 6 - CNN and RNN Applications"}]},{"id":"ZRK7zVFISQhg30sAoxi7","title":"Week 7 - Transformers & Hugging Face","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-7-transformers-and-hugging-face","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"DylQFvMcQnszMXrsGtXY","title":"Week 8-10 - Kaggle competiton sessions","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-10","siteSpaceId":"sitesp_UQQHK","description":"Kaggle Competition","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"mwRmSfIx7zKigPZe1LiQ","title":"Week 11 - Final Presentations","pathname":"/opencampus-machine-learning-program/courses/intermediate-machine-learning/week-11","siteSpaceId":"sitesp_UQQHK","description":"Final Session","breadcrumbs":[{"label":"Courses"},{"label":"Intermediate Machine Learning"}]},{"id":"AgoAus2kwVomwgVqodL4","title":"From LLMs to AI Agents🤖","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"}]},{"id":"cs1n42Ir60jgSUzh5xCZ","title":"Hello and welcome🤖","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents/hello-and-welcome","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"From LLMs to AI Agents🤖"}]},{"id":"14mk5hytS148cUXfmywV","title":"Week 1 - Course Introduction","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents/week-1-course-introduction","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"From LLMs to AI Agents🤖"}]},{"id":"ebunGbRiDrz1x3WJSSI2","title":"Week2 - RAG +Introduction to frameworks(langchain & llamaindex)","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents/week2-rag-+introduction-to-frameworks-langchain-and-llamaindex","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"From LLMs to AI Agents🤖"}]},{"id":"63KbeTEf3Ie5OM5f9FxF","title":"Week 3 - Prompt Engineering & Demo Chatbot","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents/week-3-prompt-engineering-and-demo-chatbot","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"From LLMs to AI Agents🤖"}]},{"id":"WRGNzQHS6WYQvMuR80A3","title":"Week 4 - Demo Project Pitch","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents/week-4-demo-project-pitch","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"From LLMs to AI Agents🤖"}]},{"id":"5LGZmifQRC5fG3XUlu6Z","title":"Week 5 - Introduction to Agents","pathname":"/opencampus-machine-learning-program/courses/from-llms-to-ai-agents/week-5-introduction-to-agents","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"From LLMs to AI Agents🤖"}]},{"id":"ZjcU1tFV0k92diXZK22R","title":"Advanced Time Series Prediction","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction","siteSpaceId":"sitesp_UQQHK","description":"Hi everybody......it´s Kristian - your course instructor. I will guide you through the \"Advanced Time Series Prediction\"-course this semester.","breadcrumbs":[{"label":"Courses"}]},{"id":"6p8LimgN5EVSM8HUKjTL","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"wfXF8MLEuAfXX4EY99mS","title":"Projects & Frameworks","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/projects","siteSpaceId":"sitesp_UQQHK","description":"Here we present some potential project ideas:","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"7KQtXlIyzFpgDyEAb9ct","title":"Lecture material + YouTube","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/preparation-youtube","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"46qYv30SEzBg7lHIerdf","title":"References / Books","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/references-books","siteSpaceId":"sitesp_UQQHK","description":"YES.....books.....you may heard about it....these things were used in former times   ;-)","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"cYWaI7NHucdo4zBIXU8K","title":"Week 1 - Intro + Organisation","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-1-intro-+-organisation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"BU8tkJZE5nbudkHzFLZj","title":"Week 2 - SARIMA(X) + GARCH-Models","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-2-forecasting-basics-with-trends-ar-+-ma-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"57dofxYUWjBoEZyZUitt","title":"Week 3 - Labour Day","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-3-covering-seasonality-from-arma-to-sarima-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"DbMZRmFbToW723gDIAgl","title":"Week 4 - State-Space models // Filtering","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-4-towards-multidimensional-settings-sarimax-+-var-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"ChMioiB2hjevyZWpUEIn","title":"Week 5 - Dependence concepts: Copula // Gaussian Processes // RMT","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-5-extended-model-classes-garch-+-dcc-garch-+-garch-copula-models","siteSpaceId":"sitesp_UQQHK","description":"Continue working on your semester project !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"mXC4k17WyE0pmBKf51iC","title":"Week 6 - Extremes // Anomalies // Signatures","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-6-spectral-analysis-of-time-series","siteSpaceId":"sitesp_UQQHK","description":"Continue working on your semester project !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"0U9wKQHpD43aIjb4K2WS","title":"Week 7 - Tree models: XGBoost // LightGBM // CatBoost","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-7-milestone-meeting","siteSpaceId":"sitesp_UQQHK","description":"Continue working on your semester project !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"BsnAZ5L8kZzjYir7pGtc","title":"Week 8 - (Deep) recurrent architectures for time series data","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-8-supervised-learning-i-trees-+-random-forests-+-boosting","siteSpaceId":"sitesp_UQQHK","description":"Continue working on your semester project !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"NE5mlOhm7aWffRNDnAWj","title":"Week 9 - Transformers + TemporalFusionTransformers","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-9-supervised-learning-ii-xgboost-+-lightgbm-+-catboost","siteSpaceId":"sitesp_UQQHK","description":"Finalize your presentation !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"ceXZLpkQly5RxZum44tg","title":"Week 10 - NBEATS(x) + NHITS","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-10-neural-networks-for-sequences-rnns-+-grus-+-lstms","siteSpaceId":"sitesp_UQQHK","description":"Finalize your presentation !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"ZfZMcBWmDdqZXEHtfnxF","title":"Week 11 - LLM for time series problems","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-11-prophet-facebook-+-deepar-deepgpvar-amazon","siteSpaceId":"sitesp_UQQHK","description":"Finalize your presentation !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"XXyFjat4lY15mHY4XRLY","title":"Week 12 - Final Presentations","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-12-transformers-+-tfts","siteSpaceId":"sitesp_UQQHK","description":"Finalize your semester project !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"3smGgZDj5xp66UwgRZit","title":"Week 13 - Final Presentations (Back-Up)","pathname":"/opencampus-machine-learning-program/courses/time-series-prediction/week-13-nbeats-s-+-nhits-x","siteSpaceId":"sitesp_UQQHK","description":"Finalize your semester project !!!","breadcrumbs":[{"label":"Courses"},{"label":"Advanced Time Series Prediction"}]},{"id":"X7DKA5ru4SFigWzchAm0","title":"Applied Python Programming","pathname":"/opencampus-machine-learning-program/courses/python-26s","siteSpaceId":"sitesp_UQQHK","description":"Python Course in the Summer Term 2026","breadcrumbs":[{"label":"Courses"}]},{"id":"eCSGgAXJoWL80SZI5JXl","title":"Week 0","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-0","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"p2lzdtnZtQYQMmF84SCN","title":"Week 1","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-1","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"YkUhDpM7DS7CBgemDrV0","title":"Week 2","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-2","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"uncXEloEc9j60KTGhAio","title":"Week 3","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-3","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"GkMPQGVVKYYceceT6BcP","title":"Week 4","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-4","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"62VbYMW0XwwBmeHz9OpH","title":"Week 5","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-5","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"DSUWUZVcJlGP1f9I7jXb","title":"Week 6","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-6","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"iwtF1u77ZlRJnMdCKZD6","title":"Week 7","pathname":"/opencampus-machine-learning-program/courses/python-26s/week-7","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"2w5vuJY5887cdx8eNvHc","title":"Setup Instructions for Jupyter Notebook Support","pathname":"/opencampus-machine-learning-program/courses/python-26s/jupyter-notebook","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"ZKLb22LaYijFAfMGJTKg","title":"Final Project","pathname":"/opencampus-machine-learning-program/courses/python-26s/final-project","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"LIoOXljpn5eVCuANKFpN","title":"Resources","pathname":"/opencampus-machine-learning-program/courses/python-26s/resources","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"}]},{"id":"TtTZAF0mSobYdq7dX8cg","title":"Harvard Course","pathname":"/opencampus-machine-learning-program/courses/python-26s/resources/harvard-course","siteSpaceId":"sitesp_UQQHK","description":"Advanced Material with Additional Assignments (Totally Optional)","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"},{"label":"Resources"}]},{"id":"ekfclEbqlmiKMaWri559","title":"Worklabs","pathname":"/opencampus-machine-learning-program/courses/python-26s/resources/worklabs","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Applied Python Programming"},{"label":"Resources"}]},{"id":"pDsKQML2Tbk33T8LzmOi","title":"Introduction to Deep Reinforcement Learning","pathname":"/opencampus-machine-learning-program/courses/introduction-to-deep-reinforcement-learning","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"}]},{"id":"z8LxyksAcSWiefp7WRP2","title":"Requirements for a Certificate of Achievement or ECTS 1","pathname":"/opencampus-machine-learning-program/courses/introduction-to-deep-reinforcement-learning/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Deep Reinforcement Learning"}]},{"id":"XjpkObeEJLZiAVyJUPtw","title":"Project","pathname":"/opencampus-machine-learning-program/courses/introduction-to-deep-reinforcement-learning/project","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Deep Reinforcement Learning"}]},{"id":"vs5qFehWV8QI5HHxsZ2c","title":"Week 1 - Introduction to Reinforcement Learning","pathname":"/opencampus-machine-learning-program/courses/introduction-to-deep-reinforcement-learning/week-1-introduction-to-reinforcement-learning","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Deep Reinforcement Learning"}]},{"id":"WKBFhKIMGJvBbZ1plJtb","title":"Week 2 - Q-Learning","pathname":"/opencampus-machine-learning-program/courses/introduction-to-deep-reinforcement-learning/week-2-q-learning","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Introduction to Deep Reinforcement Learning"}]},{"id":"hjQwvtWudEZfj6S59NC8","title":"Archive","pathname":"/opencampus-machine-learning-program/courses/archive","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"}]},{"id":"jMZd1xLI8sDtBqMWyf3G","title":"Fine-Tuning and Deployment of Large Language Models","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"ckBGMBA8C9Hlu0mndNYL","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"iQFaL7RJ7hr6PRxKbHQX","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/preparation","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"SED74Cp9W04XAEXvNhwB","title":"Week 1 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-1-general-introduction","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"28Q7METurFyQJGsqjdRJ","title":"Week 2 - Project Definition and Introduction to Fine-Tuning","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-1-general-introduction-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"QcpmA3mW7NKXtnMKBfeQ","title":"Week 3 - Fine-Tuning Characteristics","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-3-fine-tuning-characteristics","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"mdDKRokqQBIDvUSEJXTa","title":"Week 4 - Model Evaluation","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-4-model-evaluation","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"R6rE5Ib69PnGFq11HYzL","title":"Week 8 - Tokenization for Instruction Tuning","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-8-tokenization-for-instruction-tuning","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"hgIfScXN1B8DKjdCstWM","title":"Week 9 - Efficient Inference","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-9-efficient-inference","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"Y3u8Ky7SfFknBIwxXunF","title":"Week 10 - Project Presentations","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-10-project-presentations","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Fine-Tuning and Deployment of Large Language Models"}]},{"id":"-MHzD_tAlbMfzEUuv1i3","title":"Deep Learning from Scratch","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning","siteSpaceId":"sitesp_UQQHK","description":"Opencampus Course about Deep Learning based on various Coursera Courses","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-MTjDdTOWDFy_sZUyaj4","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MLNRzG-8odDRJ-rX2Xo","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/preparation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MHzCf5PyA7iZn4NhGdg","title":"Week 1 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-1","siteSpaceId":"sitesp_UQQHK","description":"A general introduction about the course structure and the participants","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MHzCmmZY_2Pc03qaDT2","title":"Week 2 - Introduction to Deep Learning and Neural Network Basics","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITgMPkcGPg-QkzzqsL","title":"Week 3 - Shallow Neural Networks","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-4-shallow-neural-networks","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITgcHv4pzTMOUDmI_9","title":"Week 4 - Deep Neural Networks","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-5-deep-neural-networks","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITj-Ec1N-6Rh2FeceE","title":"Week 5 - Practical Aspects of Deep Learning","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-6-practical-aspects-of-deep-learning","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITkk9l2VPFRlk7qXJ7","title":"Week 6 - Optimization Algorithms","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-7-optimization-algorithms","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITkqJNShHLXWm4r4ib","title":"Week 7 - Hyperparameter Tuning","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-8-hyperparameter-tuning","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITkw2D5mJx4yqmQYBz","title":"Week 8 - Machine Learning Strategy 1 & 2","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-9-machine-learning-strategy-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"AiCStZNzaUfMDlAwoI57","title":"Week 9 - Neural Networks Architecture | Project Checkpoint","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-9-neural-networks-architecture-or-project-checkpoint","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"gw1AmsZlzbIRjzANni61","title":"Week 10 - Bonus: most voted topic","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-10-bonus-most-voted-topic","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MITldcBN60ynI4hvZwc","title":"Week 11 - Presentation of Final Projects, Part I","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-11-presentation-of-final-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MVRweqzum2flxVQcj4I","title":"Week 12 - Presentation of Final Projects, Part II","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning/week-12-presentation-of-final-projects-part-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning from Scratch"}]},{"id":"-MVMx3fPwIa0VVoL4RxV","title":"Deep Learning for Computer Vision","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision","siteSpaceId":"sitesp_UQQHK","description":"Opencampus Course about Deep Learning based on various Coursera Courses","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-MVRtxUvbM3kAm94RH65","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRuSbV-ej_rlCCWaL1","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/preparation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRuyq9uhYbUJSLoiB9","title":"Week 1 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-1-general-introduction","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRv7jSOj2K7A4hTSSv","title":"Week 2 - Foundations of Convolutional Neural Networks","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-2-foundations-of-convolutional-neural-networks","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvHBV5BKS9m3MjYEf","title":"Week 3 - Convolution Model Application","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-3-deep-convolutional-models-case-studies","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvMhDwGWB3DLtS3lF","title":"Week 4 - Residual Networks","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-4-object-detection-with-cnn","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvXwDqpPSN30acqtZ","title":"Week 5 - Transfer Learning","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-5-special-applications-face-recognition-and-neural-style-transfer","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvea-w7wm0K22vFVI","title":"Week 6 - Detection Algorithms","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-6-project-check-point-discussion","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvjag0PolbFzKC1nP","title":"Week 7 - Project Checkpoint | Image Segmentation","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-7-recurrent-neural-networks","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvqyBdJSLWTFXil1o","title":"Week 8 - Face Recognition","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-8-natural-language-processing-and-word-embeddings","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRvx228ENBxXvcWS0k","title":"Week 9 - Art Generation with Neural Style Transfer","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-9-sequence-models-and-attention-mechanism","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRw3BYTjWuJUF99URY","title":"Week 10 - CNN Bonus","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-10-final-presentation-of-the-projects-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"-MVRwTvNDV_WNXAs0owy","title":"Week 11 - Final Presentation of the Projects","pathname":"/opencampus-machine-learning-program/courses/archive/deep-learning-for-computer-vision/week-11-final-presentation-of-the-projects-part-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Learning for Computer Vision"}]},{"id":"EHzNjzKckg7yoDEIgwb2","title":"Application of Transformer Models","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-Mji9FJPnNppbT4Pcq68","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"JgbS14ZcsyrlKgxIWzmB","title":"Week 1 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-1-general-introduction","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"-MjiADHo1DybTLou0oAn","title":"Week 2 - Self-Attention and Prompt Design","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-2-self-attention-and-prompt-design","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"-MjiBp2h4p6y6S5EX5gH","title":"Week 3 - Introduction to Transformer Models","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-3-introduction-to-transformer-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"-MjiBq9mosjxCscmVQyO","title":"Week 4 - Fine-Tuning Pretrained Models","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-4-fine-tuning-pretrained-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"-MjiBpcwbJOCtcuWegyh","title":"Week 5 - The Datasets Library","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-5-the-datasets-library","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"vcgPignNnXOruJVukTcH","title":"Week 6 - The Tokenizers Library","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-6-the-tokenizers-library","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"JLqxTmpjBu2txQljhPr3","title":"Week 7 - Main NLP Tasks","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-7-main-nlp-tasks","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"-MjiBltpWRKtHAuXf3Kw","title":"Week 8 - Presentation of the Final Projects","pathname":"/opencampus-machine-learning-program/courses/archive/application-of-transformer-models-1/week-8-presentation-of-the-final-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Application of Transformer Models"}]},{"id":"-MHzEASfiA0T_Jd3perx","title":"Generative Adversarial Networks","pathname":"/opencampus-machine-learning-program/courses/archive/gan","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-MVRx48b0iNr-dimOCPW","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/gan/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLNUYhuF5Yn3jf0KiCV","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/archive/gan/preparation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MJCZIw4bSj60d9SCiPA","title":"Motivation - Things you can do with NLP","pathname":"/opencampus-machine-learning-program/courses/archive/gan/motivation-things-you-can-do-with-nlp","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MIz889HkEkERbY0XMRb","title":"Week 1 - General Introduction to the course","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MIp1DYHaLpiG3BJnbT5","title":"Week 2 - Sentiment Analysis with Logistic Regression","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-1-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MIp3Lni0kQ1aKMUinFu","title":"Week 3 - Sentiment Analysis with Naïve Bayes","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLJ3CRWblzkyuIL1bti","title":"Week 4 - Vector Space Models","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-4","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLNWSbrR8eqJ7x0kSgS","title":"Week 5 - Machine Translation and Document Search","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-5-machine-translation-and-document-search","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLJ3IKpLZQnFsi0bDtj","title":"Week 6 - Autocorrect","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-5-autocorrect","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLNW_1sIR-0DiOH-nc2","title":"Week 7 - Part of Speech Tagging and Hidden Markov Models","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-7-part-of-speech-tagging-and-hidden-markov-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLNWgJVJ4pTiQI0XK2A","title":"Week 8 - Autocomplete and Language Models","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-8-autocomplete-and-language-models","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLNWkJnKrOfNXliJh-G","title":"Week 9 - Word embeddings with neural networks","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-9-word-embeddings-with-neural-networks","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"-MLNWvBUAePFgCBoDBM-","title":"Week 10 - Final Projects","pathname":"/opencampus-machine-learning-program/courses/archive/gan/week-10-final-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Generative Adversarial Networks"}]},{"id":"PDcJ1AjdR58GB8SHZlyS","title":"Lehren und Lernen mit KI","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"0vZG9u2JhijRgqTiUA9q","title":"Woche 1 - Einführung","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-1-einfuehrung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"WcmgmpELkpDV9oLMpa05","title":"Woche 2 - Anwendungsbeispiele #twlz","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-2-anwendungsbeispiele-twlz","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"oy3iyxzNOFvfUIQn6NA0","title":"Woche 3 - KI-Tools für den Bildungsbereich","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-3-ki-tools-fuer-den-bildungsbereich","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"Mas1zF09dqCgPBpggvWG","title":"Woche 4 - Nicht-technische Einführung in die KI","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-4-nicht-technische-einfuehrung-in-die-ki","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"mcf3l60w0DJUCYmtuCAg","title":"Woche 5 - Kreatives Schreiben","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-5-kreatives-schreiben","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"SM2S2NvdHfvTRwdHnWjo","title":"Woche 6 - Automatische Klassifizierung von Textantworten","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-6-automatische-klassifizierung-von-textantworten","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"a4j5IcGImls9kCB2LzRp","title":"Woche 7 - IQSH Handreichung zu CHatGPT","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-7-iqsh-handreichung-zu-chatgpt","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"lX4Ptggah4hxfEubVzuc","title":"Woche 8 - Veränderungen in benötigten Kompetenzen","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-8-veraenderungen-in-benoetigten-kompetenzen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"6Y56ypNUTDn4SiXBPV4N","title":"Woche 9 - Präsentation Abschlussprojekte","pathname":"/opencampus-machine-learning-program/courses/archive/lehren-und-lernen-mit-ki/woche-9-praesentation-abschlussprojekte","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Lehren und Lernen mit KI"}]},{"id":"fZqmzeJhVUtRiSofOYdL","title":"Reinforcement Learning","pathname":"/opencampus-machine-learning-program/courses/archive/reinforcement-learning","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"9hc9bhfPSnWnIWqDjT7e","title":"Machine Learning Operations (MLOps)","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"NxOPKUdwmsTRbkoQBbfA","title":"19-04-2023 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/19-04-2023-general-introduction","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"LdsNYUCUKkzK5A0Il4Kl","title":"26-04-2023 ML Lifecycle Overview and Model Selection","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/26-04-2023-ml-lifecycle-overview-and-model-selection","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"Qyqcryl2YB8U08FAlfNS","title":"03-05-2023 Data Definition and Collection","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/03-05-2023-data-definition-and-collection","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"UVoDtpq6xN1fOhWeUAcW","title":"10-05-2023 From Feature Engineering to Data Storage","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/10-05-2023-from-feature-engineering-to-data-storage","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"FLCvJzPtRB4D4hJQ7eWl","title":"17-05-2023 Advanced Data Processing & Intro into Model Serving","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/17-05-2023-advanced-data-processing-and-intro-into-model-serving","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"z4iNuD3pTFVWI0hHQ4al","title":"24-05-2023 Model Infrastructure & Delivery","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/24-05-2023-model-infrastructure-and-delivery","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"i8bt4OWUQb122A81SqDi","title":"31-05-2023 Model Monitoring","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/31-05-2023-model-monitoring","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"Rf99y5e6M5R7FC4NMici","title":"07-06-2023 Project Presentations","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-operations-mlops/07-06-2023-project-presentations","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning Operations (MLOps)"}]},{"id":"67ycyO7BjwwDGqD6UmrL","title":"Mathematik für maschinelles Lernen","pathname":"/opencampus-machine-learning-program/courses/archive/mathematik-fuer-maschinelles-lernen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-MIy91BH1FTJK-sLTXTj","title":"TensorFlow Course: Week 10 - Special Issues Considering Your Final Projects","pathname":"/opencampus-machine-learning-program/courses/archive/week-10-special-issues-considering-your-final-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"8IMctdExWFqzWSt5byhe","title":"Deep Dive into LLMs","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"QvHqvfB45tqcFezixGJq","title":"Week 1 - Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-1-introduction","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"qWXQ2eBSZkMGpoEUXSN9","title":"Week 2 - Tokens & Embeddings revisted","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-2-introduction-to-transformers","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"6A6EtrdIY752vFuQNfYU","title":"Week 3 - Introduction to Transformers","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-3-token-and-embeddings-revisited","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"jKN0pgK1GVeMLh5f9AIx","title":"Week 4 - Prompt Engineering","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-4-prompt-engineering","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"7IStvbsyzDgTdI2CC2uH","title":"Chain of Thought","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-4-prompt-engineering/chain-of-thought","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"},{"label":"Week 4 - Prompt Engineering"}]},{"id":"AutweROgIy7azMG7npaT","title":"TELeR: A General Taxonomy of LLM Prompts for Benchmarking Complex Tasks","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-4-prompt-engineering/framework-of-prompting-of-complex-tasks","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"},{"label":"Week 4 - Prompt Engineering"}]},{"id":"gATqtbkKQFQc9Ao7pPr4","title":"More techniques","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-4-prompt-engineering/more-techniques","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"},{"label":"Week 4 - Prompt Engineering"}]},{"id":"sTiQt3ez09lls6j0EKUW","title":"Week 5 - RAG and Agents","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-5-agents","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"wv8bbQ7ZlrunQxX2jej6","title":"Week 6 - Model Evaluation","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-6-model-evaluation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"26SRRPBr3a0Qni5wGlmR","title":"Week 7 - Fine-Tuning I","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-7-fine-tuning-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"VBladfURLpaoHhBBFpdI","title":"Week 8 - Fine-Tuning II and Model Inference","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-8-fine-tuning-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"OdfoKGQlxuUDQmtYfgv3","title":"Week 9 - Advisory Session","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-9-advisory-session","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"7SbjJupmtHvU9xQW9zxH","title":"Week 10 - Project Presentations","pathname":"/opencampus-machine-learning-program/courses/archive/deep-dive-into-llms/week-10-project-presentations","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Deep Dive into LLMs"}]},{"id":"c18seSYZZQ6qXiWSE9tY","title":"Intermediate Machine Learning (Legacy SS2023)","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"AosZPDqL9D63IXLUJRjQ","title":"Hello and welcome😊","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/hello-and-welcome","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"s1uxTlDlnmcquUnsqVAA","title":"Prequisites","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/prequisites","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"v0G9Zb1CKdjm4tDmjchf","title":"Week 1 - Course Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"7duNmuZBXM1nLSOawfuJ","title":"Week 2 - Recap ML Basics, Intro to PyTorch","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"8Jp71qXg9cuHrSc3D5bf","title":"Week 3 - Intro Kaggle competition - EDA and baseline models with PyTorch","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-3","siteSpaceId":"sitesp_UQQHK","description":"Learning and testing - a.k.a. don't do Bullshit Machine Learning","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"5S1C2KImcZYV8fGgKjdS","title":"Week 4 - Convolutional Neural Networks","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-4","siteSpaceId":"sitesp_UQQHK","description":"CNNs","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"KOzX8IB3WsUYIsIHQkYY","title":"Week 5 - Recurrent Neural Networks","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-5","siteSpaceId":"sitesp_UQQHK","description":"RNNs","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"9Up6GgDFN7Jl5bJeqoyQ","title":"Week 6 - CNN and RNN Applications","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-6","siteSpaceId":"sitesp_UQQHK","description":"Hands-on","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"CvXCRLIF56NEo4wwgAWZ","title":"Week 7 - Transformers Part 1","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-7","siteSpaceId":"sitesp_UQQHK","description":"Understanding the Transformer","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"zszaBmbjaAwFLW92zlAZ","title":"Week 8 - Transformers Part 2","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-8","siteSpaceId":"sitesp_UQQHK","description":"Hugging Face","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"kxEY49no9PdV0k0n4jpy","title":"Week 9 - Vision Transformers","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-9","siteSpaceId":"sitesp_UQQHK","description":"Apply Transformer to Vision","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"LaCqdGSIyy2Ua9mOcSKk","title":"Week 10-12 - Projects sessions","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-10","siteSpaceId":"sitesp_UQQHK","description":"Kaggle Competition","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"IrJAY4cmNLVWEOMDTXKO","title":"Week 13 - Project Presentations","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-11","siteSpaceId":"sitesp_UQQHK","description":"Final Session","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"7PalF3X9gDSN3Vxc59gS","title":"Week 14+","pathname":"/opencampus-machine-learning-program/courses/archive/intermediate-machine-learning-legacy/week-14+","siteSpaceId":"sitesp_UQQHK","description":"Go on with Kaggle Competition","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Intermediate Machine Learning (Legacy SS2023)"}]},{"id":"kFj7VjbngiIxgQrS0G2d","title":"Practical Engineering with LLMs","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"wjsSiogbgp5SLiPdLrJ7","title":"Week 1- General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-1-general-introduction","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"ZziS3uKpoFoohRESKEAp","title":"Week 2 - Prompt Engineering","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-2-prompt-engineering","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"cqVGWbUusz2J7PzoKP0l","title":"Week 3 - Introduction to LangChain","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-3-introduction-to-langchain","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"xpEpD48EW0BFNA77t0GY","title":"Week 4 - Introduction to Retrieval Augmented Generation","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-4-introduction-to-retrieval-augmented-generation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"Vs9asMc1CX7xMGZk6c27","title":"Week 5 - Advanced Retrieval Augmented Generation","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-5-advanced-retrieval-augmented-generation","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"dZElnJ1kP2Pvf7VskE4n","title":"Week 6 - Building User Interfaces with Gradio","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-6-building-user-interfaces-with-gradio","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"k1yNxvJ6QbXu6cWBsfco","title":"Week 7 - Evaluation of LLM outputs and structured outputs","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-7-evaluation-of-llm-outputs-and-structured-outputs","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"A86WQGa5poFPdA6vz8I9","title":"Week 8 - Open-Source LLMs","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-8-open-source-llms","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"a2RoqoyjOu5iqVfTYJa6","title":"Week 9 - Project Presentations","pathname":"/opencampus-machine-learning-program/courses/archive/practical-engineering-with-llms/week-9-project-presentations","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Practical Engineering with LLMs"}]},{"id":"jlCBnfOUL9UQD5f8pqGL","title":"Python: From Beginner to Practictioner (Legacy WS2023)","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"ANcoKMDT593s3UQEuvXW","title":"Course Info","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/course-info","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"JwcDMkgP8JTUP36SWtwq","title":"Week 1","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-1","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"Xii78qAaLqNAtfBI0Zi9","title":"Week 2","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-2","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"g3BllsqgbQJ0AWsDcbfY","title":"Week 3","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-3","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"zbShvyfFu1oZNo9IgTXE","title":"Week 4","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-4","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"qDYH84AgqwPjjo2eZNxn","title":"Week 5","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-5","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"4aeRpQNuwlxbXaWJ7w8k","title":"Week 6","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-6","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"FXvZbTdqSHT05fJIZid7","title":"Week 7","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-7","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"ChYNEQwPtYn3KfcEWZyO","title":"Week 8","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-8","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"iCnWKeBTgCRSRXWYM96B","title":"Week 9","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/week-9","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"8awGi4zPYpzlweSKuUsg","title":"Solutions & Materials","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practictioner/solutions-and-materials","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practictioner (Legacy WS2023)"}]},{"id":"-MVMwhq41J3rXwHpXcS-","title":"Machine Learning für die Medizin","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-fuer-die-medizin","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-MVRxCwJ397C9HsZ_jyL","title":"Bedingungen für ein Leistungszertifikat oder ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-fuer-die-medizin/bedingungen-fuer-ein-leistungszertifikat-oder-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning für die Medizin"}]},{"id":"-MVRxJho_3kVFJlkWb2h","title":"Vorbereitung","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-fuer-die-medizin/vorbereitung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning für die Medizin"}]},{"id":"ZmRe5EcWyBCss2UDU4HC","title":"Time Series Prediction","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction","siteSpaceId":"sitesp_UQQHK","description":"Hi everybody......it´s Benjamin, Kristian and Yannick. We will give the Time Series Prediction course this semester and we are happy to welcome all participants.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"mruC2VBQkFVpytlRrg16","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"1TelOCu6ScX5HgwXez0m","title":"Projects & Frameworks","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/projects","siteSpaceId":"sitesp_UQQHK","description":"Here we present some potential project ideas:","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"t2ZNW0b2g4rZCQKvtkg4","title":"Preparation / YouTube","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/preparation-youtube","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"yfa2nJfsTCYzKEgYlnLh","title":"References / Books","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/references-books","siteSpaceId":"sitesp_UQQHK","description":"YES.....books.....you may heard about it....these things were used in former times   ;-)","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"4JEJTYRYbpkNg2vUHi8i","title":"Week 1 - Intro + Organisation","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-1-intro-+-organisation","siteSpaceId":"sitesp_UQQHK","description":"Watch the first YouTube-Tutorial.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"mISRenfOrjsVBMzRsBof","title":"Week 2 - Forecasting basics with trends: AR + MA-models","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-2-forecasting-basics-with-trends-ar-+-ma-models","siteSpaceId":"sitesp_UQQHK","description":"Watch the second playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"ElE9Ed1m9XMTAxsvOCty","title":"Week 3 - Covering seasonality: From ARMA to SARIMA-models","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-3-covering-seasonality-from-arma-to-sarima-models","siteSpaceId":"sitesp_UQQHK","description":"Watch the third playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"sCzaqDopqKCOXtCjCuo0","title":"Week 4 - Towards multidimensional settings: SARIMAX + VAR-models","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-4-towards-multidimensional-settings-sarimax-+-var-models","siteSpaceId":"sitesp_UQQHK","description":"Watch the fourth playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"1fP2eqftRON3oxethRQh","title":"Week 5 - Non-Stationary model classes: GARCH + DCC-GARCH","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-5-extended-model-classes-garch-+-dcc-garch-+-garch-copula-models","siteSpaceId":"sitesp_UQQHK","description":"Watch the GARCH playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"qA6ebDLaq8eHA2YgbOhj","title":"Week 6 - Copula Methods","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-6-spectral-analysis-of-time-series","siteSpaceId":"sitesp_UQQHK","description":"Watch the copula playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"bguuQVtoE9oeQO16ObXD","title":"Week 7 - Milestone Meeting + Spectral Analysis of Time Series + Kalman-Filtering","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-7-milestone-meeting","siteSpaceId":"sitesp_UQQHK","description":"Today is your day !!!","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"pVoDEO7KlJA6YNsTbDVF","title":"Week 8 - Supervised Learning I: Trees + Random Forests + Boosting","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-8-supervised-learning-i-trees-+-random-forests-+-boosting","siteSpaceId":"sitesp_UQQHK","description":"Watch the Trees, RF, Boosting playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"UDUs5NgYduFLhrsn2k0W","title":"Week 9 - Supervised Learning II: XGBoost + LightGBM + CatBoost","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-9-supervised-learning-ii-xgboost-+-lightgbm-+-catboost","siteSpaceId":"sitesp_UQQHK","description":"Watch the XGBoosting, CatBoost, LightGBM playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"N3TAE8g2oOAOO6KFis2l","title":"Week 10 - Neural Networks for Sequences: RNNs + GRUs + LSTMs + LMUs","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-10-neural-networks-for-sequences-rnns-+-grus-+-lstms","siteSpaceId":"sitesp_UQQHK","description":"Watch the RNNs, LSTMs playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"FhzUIGVvKS7A6i8gZn6T","title":"Week 11 - Prophet(Facebook) + DeepAR(Amazon) + GPVAR","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-11-prophet-facebook-+-deepar-deepgpvar-amazon","siteSpaceId":"sitesp_UQQHK","description":"Try out the Prophet/DeepAR tutorials which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"BOxHCk3VfmrkFBXoguvV","title":"Week 12 - Transformers + TFTs","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-12-transformers-+-tfts","siteSpaceId":"sitesp_UQQHK","description":"Watch the Transformer playlist which was recommended. Try to answer/prepare the homework problems.","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"1RtuTAdu5dbNOPfF1gg2","title":"Week 13 - NBEATS(s) + NHITS(x)","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-13-nbeats-s-+-nhits-x","siteSpaceId":"sitesp_UQQHK","description":"As this a quite need topic/field......input is still to come...","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"s2jqUfoUZrhLysbbGYs6","title":"Week 14 - Final Presentation","pathname":"/opencampus-machine-learning-program/courses/archive/time-series-prediction/week-14-final-presentation","siteSpaceId":"sitesp_UQQHK","description":"Present your project","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Time Series Prediction"}]},{"id":"jyglxVT4IRoLHbnSeAnv","title":"Python: From Beginner to Practitioner (Legacy 2024S)","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"ogAZAJXiahQ4dtD4hNfS","title":"Course Info","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/course-info","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"YBc7p7IfDDIfMOA0lgUO","title":"Week 1","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-1","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"QFdG0CqY5LjuQnr2dvVN","title":"Week 2","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-2","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"O7zKQY5aG3gchu6Ca9lw","title":"Week 3","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-3","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"slu6qohpkjnBCFkx6xKG","title":"Week 4","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-4","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"r2KsO32qisjTKKanBMT6","title":"Week 5","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-5","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"py1x1eAXW9aDCjL7Ew14","title":"Week 6","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-6","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"BER07O1h9gCEZbpl9jdq","title":"Week 7","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-7","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"DVDeji0gQWaXRZzrdbjD","title":"Week 8","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-8","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"ZPIb0RlofmB6JBmusIb6","title":"Week 9","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-9","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"ZfNbVcKO6n3iS7POEFdO","title":"Week 10","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-10","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"rMdT889CeXsgXZKa6Fak","title":"Week 11","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-11","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"fHrbYLqW272s4piNNiRT","title":"Week 12","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/week-12","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"pulXCib3T1HtXWwToTW5","title":"Material","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner/material","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024S)"}]},{"id":"niPjxJxqmE25k6DfI7UO","title":"Einführung in Data Science und maschinelles Lernen","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"1ErdJuihOE5POSra5AwN","title":"Bedingungen für ein Leistungszertifikat oder ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/durchzufuehrendes-kursprojekt","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"nLWG1RUemI61AcbvEsYq","title":"Vorbereitung","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/vorbereitung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"lGhbLt7YLYDbdU2cCR5g","title":"Woche 1 - Einführung in Data Science","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"gsPkU15VAnxD59TyoAAD","title":"Woche 2 - Import und Visualisierung von Daten","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"jafSAvopRcUKXQgmT6DX","title":"Woche 3 - Versionierung mit git (Teil 1) und Datenaufbereitung","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-3-r-projekte-und-versionierung-mit-git-und-github","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"Qyg4xkSxPtuEKGGsRcFv","title":"Woche 4 - Versionierung mit git (Teil 2) und aktuelle Entwicklungen im Bereich ML","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-4-datenaufbereitung-mit-tidyverse","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"uo0zvsZISY5Js1ngMaB8","title":"Woche 5 - Einführung in das maschinelle Lernen","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-5-einfuehrung-in-das-maschinelle-lernen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"IEh0tOq1lKPAuD00PPUq","title":"Woche 6 - Overfitting und Regularisierung","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-6-overfitting-und-regularisierung","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"C4gl5ebGPQlrSNGoStsb","title":"Woche 7 - Neuronale Netze","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-7-neuronale-netze-und-deep-learning","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"qZHDN4RCKgBx76Yu7Psn","title":"Woche 8 - Fehlende Werte","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-6-support-vector-maschinen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"oefF36eBN22Gn1IognXz","title":"Woche 9 - Zeitreihenanalysen","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-8-zeitreihenanalysen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"JYYqTISg5zPVj3YrLoRj","title":"Woche 10 - Projektpräsentationen","pathname":"/opencampus-machine-learning-program/courses/archive/einfuehrung/woche-9-projektpraesentationen","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Einführung in Data Science und maschinelles Lernen"}]},{"id":"us5ohD3Zvfg5Fq1IZaiG","title":"Python: From Beginner to Practitioner (Legacy 2024W)","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"U2HGccDVaoTi2p9B9zBH","title":"Course Info","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/course-info","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"XEhcp2Pc9uVb87TPNsg3","title":"Week 1","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-1","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"3dxftVmnZ28EhC6qA69t","title":"Week 2","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-2","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"ybQL2j9ukR4ILK0II8Vq","title":"Week 3","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-3","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"wTWJDVh6X8YTDIUsgLs7","title":"Week 4","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-4","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"93sXqiFE5w623wgzQMRJ","title":"Week 5","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-5","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"W0sMFp8zoUxqorNwsuab","title":"Week 6","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-6","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"J8nU4oQJh41dcarp8ELh","title":"Week 7","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-7","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"4ny1m4IiAKYl3TuE0zAs","title":"Week 8","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-8","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"LclyODjkvYXwS9i5pqYw","title":"Week 9","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-9","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"TKadRwB1HlbvfexIFdn9","title":"Week 10","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-10","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"tvvr1P73cd3rzmxAx1oN","title":"Week 11","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/week-11","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"jibRs7n1j7yg1BeqxAII","title":"Final Project","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/final-project","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"2nodBjrVFqzjUmTd1p55","title":"Resources","pathname":"/opencampus-machine-learning-program/courses/archive/python-from-beginner-to-practitioner-24w/resources","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: From Beginner to Practitioner (Legacy 2024W)"}]},{"id":"jy6KCuSlFK5md5ZbHo5v","title":"Python: Beginner to Practitioner (Legacy 2025S)","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s","siteSpaceId":"sitesp_UQQHK","description":"Python Course in the Summer Term 2025","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"lrYAkKhSc9QY9srNfoRV","title":"Week 1","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-1","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"waXk8rdQZaG9x2PNwZNG","title":"Week 2","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-2","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"28eCAsFUfqZiYEldWDOn","title":"Week 3","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-3","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"W6yiPIYjLSeWtizpAJyd","title":"Week 4","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-4","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"qwmJjtVphqaSCwapkMEm","title":"Week 5","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-5","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"xBPHVl4jnopAzfNKOz8i","title":"Week 6","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-6","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"qxvnvxZABOcxUnrFlw9Q","title":"Week 7","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-7","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"elQQx8fMqKSOgl645Oyv","title":"Week 8","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-8","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"86A6GJRS1djdgz2tirrA","title":"Week 9","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-9","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"HVRr79YLsxqQEys0TPG8","title":"Week 10","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-10","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"kM0GGxnK2UsV8wfzTcNi","title":"Week 11","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/week-11","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"uJ5WEfVm2p2LodrFYkJW","title":"Setup Instructions for Jupyter Notebook Support","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/jupyter-notebook","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"M4edMV2KOZzxgtsFzWXI","title":"Final Project","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/final-project","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"LO3jWDEW4uQmYEFGdZtx","title":"Resources","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/resources","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"}]},{"id":"Qx0hFWagKLcSI2xy9yWR","title":"Worklabs","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/resources/worklabs","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"},{"label":"Resources"}]},{"id":"z6HKFa2KxtbuufpTxYcH","title":"Solutions","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/resources/solutions","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"},{"label":"Resources"}]},{"id":"LVXMqnUeZjfABZVaq53L","title":"Harvard Course","pathname":"/opencampus-machine-learning-program/courses/archive/python-25s/resources/harvard-course","siteSpaceId":"sitesp_UQQHK","description":"Advanced Material with Additional Assignments (Totally Optional)","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Python: Beginner to Practitioner (Legacy 2025S)"},{"label":"Resources"}]},{"id":"-MHzCuBAqcwCSmG3Wyjf","title":"Machine Learning with TensorFlow","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"}]},{"id":"-MVQuoJkNiLhijn7o4N3","title":"Requirements for a Certificate of Achievement or ECTS","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/requirements-for-a-certificate-of-achievement-or-ects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MJ742IbkhPEZjjKvOqh","title":"Preparation","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/preparation","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MHzD7pr9Gm1x0gDlD4q","title":"Week 1 - General Introduction","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-1","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MHzDDF8b8HXj77ahMxJ","title":"Week 2 - Introduction to TensorFlow,Part I","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-2","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MHzDGyNgrclhEZM_t5O","title":"Week 3 - Introduction to TensorFlow,Part II","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-3","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MIy8hTlcBows3EwbDJK","title":"Week 4 - Convolutional Neural Networks, Part I","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-4-convolutional-neural-networks-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MIy8o280RtAk_l-jKx1","title":"Week 5 - Convolutional Neural Networks, Part II","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-5-convolutional-neural-networks-part-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"uD9c7vlZ6l2KiQVGuo2O","title":"Week 6 - Project Feedback Session","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-6-project-feedback-session","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MIy8qhVPo4jFj901Gpk","title":"Week 7 - Natural Language Processing, Part I","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-6-natural-language-processing-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MIy8zhVs_MFgyGzlSVP","title":"Week 8 - Natural Language Processing, Part II","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-7-natural-language-processing-part-ii","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"1LgWmP3lDnoPmxXBMjij","title":"Week9 - Project Feedback Session","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week9-project-feedback-session","siteSpaceId":"sitesp_UQQHK","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MIy91buJeQL6YlkI2aG","title":"Week 10 - Sequences, Time Series and Prediction","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-8-sequences-time-series-and-prediction-part-i","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MIy9NMHXbKQC-AoVXU7","title":"Week 11 & 12 - Presentation of the Final Projects","pathname":"/opencampus-machine-learning-program/courses/archive/machine-learning-with-tensorflow/week-11-presentation-of-the-final-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Courses"},{"label":"Archive"},{"label":"Machine Learning with TensorFlow"}]},{"id":"-MLN7i0TmOlyuHqHM49a","title":"Coding.Waterkant 2023","pathname":"/opencampus-machine-learning-program/events/hackathon","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Events"}]},{"id":"-MLN7nKJJlRvR1gCv0Bx","title":"Prototyping Week","pathname":"/opencampus-machine-learning-program/events/prototyping-week","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Events"}]},{"id":"-MLXHNFHSsOk_MwPhKAa","title":"Choosing a Project","pathname":"/opencampus-machine-learning-program/course-projects/possible-projects","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Course Projects"}]},{"id":"-MIOIx_PyIww00jN-kJN","title":"How to Start, Complete, and Submit Your Project","pathname":"/opencampus-machine-learning-program/course-projects/requirements","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Course Projects"}]},{"id":"-MJVT2Ot_8BravkOOBP-","title":"Glossary","pathname":"/opencampus-machine-learning-program/additional-resourses/glossary","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MLNFLBbKgF5cI95IZcE","title":"Coursera","pathname":"/opencampus-machine-learning-program/additional-resourses/coursera","siteSpaceId":"sitesp_UQQHK","description":"A huge platform for online courses","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MHz6IYV9U0H3mgPx7b5","title":"Selecting the Optimizer","pathname":"/opencampus-machine-learning-program/additional-resourses/optimizer","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MQqMXKRTYLRfizPpjo7","title":"Choosing the Learning Rate","pathname":"/opencampus-machine-learning-program/additional-resourses/learning-rate","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MI30lKvt48Zk2xkyaE_","title":"Learning Linear Algebra","pathname":"/opencampus-machine-learning-program/additional-resourses/linear-algebra","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MIT_krHBbk-fDZ5DCgy","title":"Learning Python","pathname":"/opencampus-machine-learning-program/additional-resourses/python","siteSpaceId":"sitesp_UQQHK","description":"Some resources about python","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MbotSq8h6vBdS8ZUndo","title":"Support Vector Machines","pathname":"/opencampus-machine-learning-program/additional-resourses/support-vector-machines","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"Dhllz1B9aZrmOb3y13MJ","title":"ML Statistics","pathname":"/opencampus-machine-learning-program/additional-resourses/ml-statistics","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Additional Resourses"}]},{"id":"-MLN8VEcNDzluuQjCZ7T","title":"Git","pathname":"/opencampus-machine-learning-program/tools/git","siteSpaceId":"sitesp_UQQHK","description":"a small overview about what is git and why you should use it","breadcrumbs":[{"label":"Tools"}]},{"id":"-MLNIXyl_p61aIqKS3lf","title":"RStudio","pathname":"/opencampus-machine-learning-program/tools/rstudio","siteSpaceId":"sitesp_UQQHK","description":"Programming Environment for R and Python","breadcrumbs":[{"label":"Tools"}]},{"id":"-MLo3jxGahnuao33Kh4X","title":"Google Colab","pathname":"/opencampus-machine-learning-program/tools/colab","siteSpaceId":"sitesp_UQQHK","description":"Programming Environments to develop and train Neural Networks in the Cloud","breadcrumbs":[{"label":"Tools"}]},{"id":"-MLNFR7y6kCaMLDl0T2x","title":"Zoom","pathname":"/opencampus-machine-learning-program/tools/zoom","siteSpaceId":"sitesp_UQQHK","description":"","breadcrumbs":[{"label":"Tools"}]}]}