Livestream Link: https://www.youtube.com/watch?v=9suSsTVhYuw
Lecture Timing: June 6 (Sat), 8.30 AM PST/9:00 PM IST
- A visual proof that neural networks can compute any function, also known as the Universal Approximation Theorem.
- But what is a neural network? - A visual and intuitive introduction to what neural networks are and what the intermediate layers represent
- Stanford CS229 Lecture notes on Backpropagation - for a more mathematical treatment of how gradients are calculated and weights are updated for neural networks with multiple layers.
What to do after the lecture?
- Run the Jupyter notebooks shared above (try other datasets)
- Ask and answer questions on this topic (scroll down)
- Start working on Assignment 3 - Feed Forward Neural Networks
Asking/Answering Questions :
Reply on this thread to ask questions during and after the lecture. Before asking, scroll through the thread and check if your question (or a similar one) is already present. If yes, just like it. During the lecture, we’ll answer 8-10 questions with the most likes. The rest will be answered on the forum. If you see a question you know the answer to, please post your answer as a reply to that question. Let’s help each other learn!
Attendance : NO NEED to mark attendance, we have removed the attendance requirement for the certificate!
Featured Notebooks/Blogs from the second assignment written by the course participants:
- Claudia’s blog: https://medium.com/@claudiaqw94/predicting-the-success-of-bank-marketing-campaigns-using-logistic-regression-ab29da1315d
- Nandan’s blog: https://medium.com/@pandeynandancse/get-best-quality-red-wine-using-pytorch-and-ml-1ab2fa554bcf
- Richard’s blog: https://towardsdatascience.com/predict-matches-in-league-of-legends-while-learning-pytorch-basics-3dd43cf8d16f
- Cheah’s blog: https://medium.com/@cheahwen1997/weight-prediction-based-on-height-with-machine-learning-2069177e0510
- Gryan’s blog: https://medium.com/@gryangalario/image-classification-using-logistic-regression-on-the-american-sign-language-mnist-9c6522242ddf
- Federico’s blog: https://medium.com/@federicomannucci_31459/how-long-can-you-expect-to-live-computers-can-answer-eaa9667451ff
- Bilgenur’s blog: https://medium.com/@bilgenurb/tackling-climate-crisis-with-machine-learning-d9426fe1f5a9
- Ekaterina’s notebook: https://jovian.ml/ederev/hogwarts-logistic-regression