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Starts 11 June 2025 12:11

Ends 11 June 2025

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Quiz - Machine Learning Fundamentals

Test your understanding of machine learning fundamentals with questions on supervised/unsupervised learning, algorithms, evaluation metrics, and core concepts essential for AI applications.
Amazon Web Services via AWS Skill Builder

Amazon Web Services

479 Courses


10 minutes

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Beginner

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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

Subjects

Computer Science