arrow-left

All pages
gitbookPowered by GitBook
1 of 9

Loading...

Loading...

Loading...

Loading...

Loading...

Loading...

Loading...

Loading...

Loading...

19-04-2023 - General Introduction

hashtag
This week you will...

  • get a basic idea of what MLOps is about

  • get a first idea about possible projects you might want to work on throughout the course

hashtag
Learning Resources

hashtag
Until next week you should...

  • register for the opencampus.sh program at Coursera (you will get an invitation link from opencampus.sh to do so) and enroll for the course

  • complete week 1 and week 2 of the course , including the provided exercises/labs.

file-pdf
3MB
230419_MLOps Introduction Session.pdf
PDF
arrow-up-right-from-squareOpen
Paper on the definition of DevOpsarrow-up-right
Introduction to Machine Learning in Productionarrow-up-right
Introduction to Machine Learning in Productionarrow-up-right

31-05-2023 Model Monitoring

hashtag
Preparation

hashtag
This week you will...

hashtag
Learning Resources

03-05-2023 Data Definition and Collection

hashtag
This week you will...

  • Get an overview of data problems that occur in machine learning applications.

  • Learn some techniques to address these problems

  • get to know about data quality

hashtag
Learning Resources

hashtag
Until next week you should..

  • Complete the goal setting for your course project.

  • complete week 2 and week 3 of the course , including the provided exercises/labs.

https://www.coursera.org/learn/introduction-to-machine-learning-in-production/home/week/3arrow-up-right
https://www.coursera.org/learn/machine-learning-data-lifecycle-in-production/home/week/1arrow-up-right
https://www.coursera.org/learn/machine-learning-data-lifecycle-in-production/home/week/2arrow-up-right

17-05-2023 Advanced Data Processing & Intro into Model Serving

hashtag
Preparation

hashtag
This week you will...

hashtag
Learning Resources

10-05-2023 From Feature Engineering to Data Storage

hashtag
This week you will...

  • learn about meta data from a machine learning pipe line

  • learn about managing evolving data

  • get an overview on enterprise storage solutions

hashtag
Learning Resources

  • : Week 2 and Week 3

hashtag
Until next week you should..

  • complete week 4 of the course and week 1 of the course ; including the provided exercises/labs.

Machine Learning Data Lifecycle in Productionarrow-up-right
Machine Learning Data Lifecycle in Productionarrow-up-right
Machine Learning Modeling Pipelines in Productionarrow-up-right

26-04-2023 ML Lifecycle Overview and Model Selection

hashtag
Preparation

hashtag
This week you will...

hashtag
Learning Resources

Machine Learning Operations (MLOps)

Course dates:

  • 19-04-2023 General Introduction

  • 26-04-2023 ML Lifecycle Overview and Model Selection

03-05-2023 Data Definition and Collection
  • 10-05-2023 From Feature Engineering to Data Storage

  • 17-05-2023 Advanced Data Processing & Intro into Model Serving

  • 24-05-2023 Model Infrastructure & Delivery

  • 31-05-2023 Model Monitoring

  • 07-06-2023 Project Presentations

  • 07-06-2023 Project Presentations

    hashtag
    Preparation

    hashtag
    This week you will...

    hashtag
    Learning Resources

    24-05-2023 Model Infrastructure & Delivery

    hashtag
    Preparation

    hashtag
    This week you will...

    hashtag
    Learning Resources