D-VELOP

Introductory Topics

• Introduction to Python
• Machine Learning Overview (with Python)
• Preparing your data
• Machine Learning using Matlab

Supervised Learning

• Linear Classifiers 
• Tree-Based Models 

Reinforcement Learning

• Introduction to Reinforcement Learning

Unsupervised Learning

• Clustering Analysis 

General 

• Fairness and Bias in Machine Learning
• Explainable AI - An Overview
• Model Validation and Selection

Applications of Machine Learning

• Sentiment Analysis 
• Dimensionality Reduction
• Time Series Data