Machine Learning

Fundamentals of Machine Learning

Understand what machine learning is, explore its core concepts, and learn how it differs from traditional programming.

Setting Up Your Machine Learning Environment

Install and configure Python, essential libraries, and tools needed to build machine learning models.

Data Preprocessing and Feature Engineering

Learn to clean, explore, and prepare raw data for machine learning models through feature engineering.

Regression Models and Algorithms

Master linear and non-linear regression techniques to predict continuous numerical values.

Classification Models and Algorithms

Learn classification algorithms to predict categorical outcomes and measure model performance.

Model Validation and Optimization

Learn techniques to validate models, prevent overfitting, and optimize performance through tuning.