Types of AI Models and Their Applications
60 minutes
Explore different types of AI models and understand their specific use cases:
• Supervised Learning Models
- Classification algorithms
- Regression algorithms
- Common frameworks and tools
• Unsupervised Learning Models
- Clustering algorithms
- Dimensionality reduction
- Pattern recognition
• Deep Learning Models
- Neural Networks basics
- Popular architectures
- When to use deep learning
This module includes practical examples and case studies for each type of model.
Learning Resources
Practical Exercises
Model Selection Exercise
Practice selecting the appropriate AI model for different scenarios.
Hints:
- Consider the data type
- Think about the problem type
- Evaluate computational resources