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Artificial Intelligence Basics

Supervised Learning

Explore the intricacies of supervised learning in AI, focusing on how labeled data trains models.
Goal:
Learn how labeled data is used to train models.
3Lessons
6Micro-lessons
IntermediateDifficulty
Lesson 1

Understanding Labeled Data

Dive into the role of labeled data in supervised learning.
Start2 Micro-lessons

Micro lesson 1
Data Annotation Challenges
Micro lesson 2
Quality of Labeled Data
Lesson 2

Model Training Techniques

Explore various techniques for training models using labeled data.
Start2 Micro-lessons

Micro lesson 1
Overfitting in Models
Micro lesson 2
Regularization Techniques
Lesson 3

Evaluating Model Performance

Learn how to evaluate the performance of models trained with labeled data.
Start2 Micro-lessons

Micro lesson 1
Cross-Validation Methods
Micro lesson 2
Interpreting Model Results