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Introduction to Machine Learning
Chapter 1: Getting Started with Machine Learning
What is Machine Learning?
History and Evolution
Key Concepts and Terminology
Chapter 2: Types of Machine Learning
Supervised Learning
Unsupervised Learning
Semi-supervised and Reinforcement Learning
Chapter 3: Core Algorithms
Linear Regression
Decision Trees
Clustering with K-Means
Chapter 4: Evaluating Model Performance
Metrics for Regression
Metrics for Classification
Cross-Validation Techniques
Chapter 5: Practical Applications
Machine Learning in Healthcare
Machine Learning in Finance
Machine Learning in Retail
Machine Learning in Finance
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