Machine Learning Foundations for Technical Professionals

Master the essential concepts, workflow, and practical skills to build and evaluate machine learning models, including an introduction to Generative AI.

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Machine Learning Fundamentals

Unit 1: The ML Paradigm

Unit 2: The Three Flavors of ML

Unit 3: The Language of ML

Unit 4: ML in the Wild

The End-to-End ML Workflow

Unit 1: Framing the Project

Unit 2: All About Data

Unit 3: Training and Validation

Unit 4: Evaluating Model Performance

Unit 5: From Model to Production

Hands-On: Building Your First Predictive Model

Unit 1: Your ML Development Toolkit

Unit 2: Data Wrangling with Pandas

Unit 3: Building a Model with Scikit-learn

Unit 4: Evaluation and Interpretation

Unit 5: Putting It All Together

Into the Future: Large Language Models and Generative AI

Unit 1: The Generative AI Revolution

Unit 2: LLMs vs. Traditional Machine Learning

Unit 3: The Generative AI Ecosystem