Introduction to Foundations of Machine Learning
Machine learning is transforming the way we interact with technology. This course provides a comprehensive introduction to the foundational concepts of machine learning, covering key definitions, types of learning, and the machine learning pipeline. Participants will explore various algorithms, practical considerations such as ethics, and future trends in the field. By the end of the course, learners will have a solid understanding of the principles of machine learning and be prepared to explore further in this exciting domain.
12 Lessons
Module 1: Understanding Machine Learning
Lesson 2: Types of Machine Learning
Lesson 3: Key Concepts in Machine Learning
Module 2: The Machine Learning Process
Lesson 2: Data Preprocessing Techniques
Lesson 3: Model Evaluation and Selection
Module 3: Algorithms in Machine Learning
Lesson 2: Unsupervised Learning Algorithms
Lesson 3: Introduction to Reinforcement Learning
Module 4: Practical Considerations in Machine Learning
Lesson 2: Future Trends in Machine Learning
Lesson 3: Continuous Learning and Adaptation
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