Quiz - Machine Learning Fundamentals

Overview

This Quiz was developed by members of AWS Training & Certification India. The content is intended to complement our standard training curriculum and augment your AWS learning journey.

Syllabus

• Introduction to Machine Learning
Overview of Machine Learning concepts
Types of Machine Learning: Supervised, Unsupervised, and Reinforcement Learning
• Supervised Learning Techniques
Regression Algorithms
Classification Algorithms
Performance Metrics: Accuracy, Precision, Recall, F1 Score
• Unsupervised Learning Techniques
Clustering Algorithms
Dimensionality Reduction techniques
Applications in real-world scenarios
• AWS Machine Learning Services
Amazon SageMaker overview
Key features and workflows in SageMaker
• Model Evaluation and Validation
Understanding Overfitting and Underfitting
Cross-Validation techniques
• Practical Considerations in Machine Learning
Data Preprocessing and Feature Engineering
Hyperparameter Tuning
Model Deployment strategies
• Conclusion and Resources
Advanced topics in Machine Learning
Recommended resources for further learning in AWS and Machine Learning

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Subjects

Computer Science