Challenges of machine learning

This repository contain all the activities of the course IELE4014 Spring 2020 in Los Andes university. This course have two types of activities

Challenge

A challenge is a small activity that try to test the theoretical knowledge in a application exercise. The topices of the challenges are following

1. Logistic regression with sklearn
2. Implementation of stochastic gradient descent and logistic regression
3. Linear regression with sklearn
4. Implementation stochastic gradient descent and linear regression
5. Neuronal netwotks with keras
6. Implementation of SVM with keras
7. Learning with regularization

Project

The course had a total of three projects:

1. Convolutional neuroal networks in Mario Bros levels classification problems
2. Neuronal network with sleep human data