Basic Linear Algebra

Linear Algebra for Machine Learning

Task 1: Matrix Transformation
Task 2: Eigen Decomposition
  SubTask 2A: Random Matrix
  SubTask 2B: Symmetric Matrix
Task 3: Singular Value Decomposition

Logistic Regression

Logistic Regression (with and without Bagging)

Task 1: Simple Logistic Regression
Task 2: Logistic Regression with Bagging

GMM

Estimate Gaussian Mixture Model with EM Algorithm

Task 1: EM Algorithm
Task 2: Visualization

CNN from Scratch

Convolutional Neural Network from scratch

Task : Bangla Character Recognition Challenge
Train File : train_1705108.py
Test File : test_1705108.py

K-Nearest Neighbors

The K-Nearest Neighbors Algorithm