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Machine Learning

Classification

Explore the nuances of classification in machine learning, focusing on refining techniques and understanding failures.
Goal:
Learn how data is categorized.
3Lessons
6Micro-lessons
IntermediateDifficulty
Lesson 1

Understanding Classification

Dive into the principles of classification and its applications.
Start2 Micro-lessons

Micro lesson 1
Choosing the Right Model
Micro lesson 2
Evaluating Model Performance
Lesson 2

Common Pitfalls

Identify and correct common mistakes in classification.
Start2 Micro-lessons

Micro lesson 1
Avoiding Overfitting
Micro lesson 2
Handling Imbalanced Data
Lesson 3

Advanced Techniques

Explore advanced classification techniques and their use cases.
Start2 Micro-lessons

Micro lesson 1
Ensemble Methods
Micro lesson 2
Real-time Classification