# Week 5 - Recurrent Neural Networks

## Course session

Faster Coding with ChatGPT, Stackoverflow and clever search

**Deep dive**

* What are Embeddings?
* Reinforcements of and insights into RNNs beyond Coursera

**Solutions exercise RNN**

Presentation from the participants of the RNN assignment from Coursera

**Paddy challenge**

Logistic regression baseline for the Paddy Competition

{% embed url="<https://www.kaggle.com/henrikho/opencampus-paddy-pytorch-logistic-regression>" %}

**Walk-through**

Basic CNN in PyTorchLightning

PyTorch 404 (Lab 04)

{% embed url="<https://colab.research.google.com/drive/10wD5qqCmDshjcXo4p_T6MqkQIeoYHSvB?usp=sharing>" %}

## To-do

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Watch the videos on the next page

**Build your own model(s) for the Paddy challenge and try to achieve the best accuracy. Log your results that you can present them in the class!**

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Add the the test functionality and create a submission.csv and upload it to the leaderboard