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Deep-Learning-Assignment-1

This repository contains various tools of machine learning like the perceptron and others, implemented from scratch using packages like numPy, matplotlib, pandas

Date Event
2nd Sept '22 Begun With the Assignment and read the document
4th Sept '22 Begun With Q1
5th Sept '22 Q1 Done
11th Sept '22 Q2 Begun
13th Sept '22 Q2 Done
14th Sept '22 Q3 Begun
14th Sept '22 Q3 Done
16th Sept '22 Q4 Begun

Question - 1: Learning a function using the Gradient Descent Function. Done

Question - 2, 3: Minimising a function, using ...

  1. Gradient Descent
  2. Polyak Momentum Update
  3. Nesterov Accelerated Gradient descent
  4. Adam Optimiser

Question - 4: Constructing and training a 3 layer neural network on a dataset.

Resources:

Siddik Ayyappa