Machine Learning

Course Overview

Data is the new oil, and Machine Learning is the engine that processes it. This intensive 3-month program dives deep into the algorithms that power modern technology. You will learn to extract patterns from data, build predictive models, and deploy them into production environments.

What You Will Learn

• Data Preprocessing: Handling missing data, feature scaling, and categorical data encoding using Pandas and Scikit-learn.
• Supervised Learning: Linear regression, logistic regression, decision trees, random forests, and Support Vector Machines (SVM).
• Unsupervised Learning: K-Means clustering, hierarchical clustering, and Principal Component Analysis (PCA).
• Model Evaluation: Cross-validation, hyperparameter tuning, confusion matrix, ROC-AUC curves.