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Machine Learning

Cross Validation

Explore the intricacies of cross-validation in machine learning, focusing on refining model evaluation techniques.
Goal:
Learn how model reliability is evaluated.
3Lessons
6Micro-lessons
IntermediateDifficulty
Lesson 1

Understanding Cross Validation

Delve into the purpose and methods of cross-validation.
Start2 Micro-lessons

Micro lesson 1
Why Cross Validation?
Micro lesson 2
Types of Cross Validation
Lesson 2

Common Pitfalls

Identify and correct common mistakes in cross-validation.
Start2 Micro-lessons

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

Advanced Techniques

Explore advanced cross-validation techniques for complex models.
Start2 Micro-lessons

Micro lesson 1
Nested Cross Validation
Micro lesson 2
Cross Validation in Practice