Bangpypers

Lists all talks I gave in a meetup group called Bangpypers and their contents

Important ML/DL links - https://github.com/shrishty/Bangpypers/blob/master/Regression/README.md

Linear Regression

I covered following topics in the talk

1. Regression
2. Simple Linear regression
3. Residual Sum of Squares
4. Gradient Descent
5. Multiple Regression
6. Matrix notation of inputs and weights
7. Implementation of gradient descent

Backpropagation

Following topics were covered in the talk

1. What is backpropagation?
2. What is computation graph?
3. Forward Pass
4. Calculating Gradient, backward pass
5. Interpretation of backpropagation
6. Implementation of backpropagation