Machine-Leanring-From-Scratch

The purpose of this repository is to practice the understandings of different algorithms and to help others understand what is the blackbox made of.

Models:-

1-Support Vector Machine

Tested on some random points as a proof of concept.

2-Logitistic Regression

3- K-Means (In progress)

4-Vanilla Neural Network

Vanilla Neural Network with Tanh activation function and Softmax with cross entropy for final layer. Tested on MNIST dataset with 3 hidden layers and the layers dimensions are : Layer 1 (784,128) - Layer 2 (128,128) - Layer 3 (128,10). Achieved Testing accuracy : 80.61% with 2000 epochs

5-Recurrent Neural Network (In progress)

6- Long Short Term Memory (In progress)