Mastering Machine Learning
eBook - ePub

Mastering Machine Learning

Advanced Machine Learning

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Mastering Machine Learning

Advanced Machine Learning

About this book

Connect data, models and evaluation with clearer learning goals

Mastering Machine Learning: Advanced Machine Learning brings your study of machine learning into focus. This Cybellium study guide connects training data, model approaches and evaluation and generalisation, helping you see how the ideas fit together.

Develop a more connected understanding of the subject and the questions it raises. Use it to revisit the subject, connect its moving parts and identify the areas you want to study more deeply.

Build your understanding

  • Understand the role of training data.
  • Explore the relationships behind model approaches.
  • Examine the choices and questions involving evaluation and generalisation.
  • Bring individual concepts together into a more coherent understanding of the subject.

Who this guide is for

For readers building on an existing foundation with an interest in machine learning. Use the book for focused study, revision or the next stage of your professional learning, returning to the ideas most relevant to your goals.

Your included Cybellium learning bonus

  • One complimentary month of Cybellium access.
  • One additional Cybellium guide download of your choice.
  • Access to the Cybellium Cybersecurity Knowledge Hub and premium learning resources during the included access period.

Activate your unique voucher at www.cybellium.com/signup to begin your included month and select your additional guide.

The included voucher is valid for one-time use only and cannot be combined with another offer.

Continue your learning with Mastering Machine Learning.

Information

Table of contents

  1. Mastering Machine Learning
  2. 1. Introduction to Advanced Machine Learning
  3. 2. Mathematical Foundations
  4. 3. Machine Learning Workflow
  5. 4. Supervised Learning: Advanced Techniques
  6. 5. Unsupervised Learning: Deep Dive
  7. 6. Deep Learning Architectures
  8. 7. Model Regularization and Generalization
  9. 8. Advanced Optimization and Training
  10. 9. Probabilistic and Bayesian Methods
  11. 10. Reinforcement Learning
  12. 11. Natural Language Processing with ML
  13. 12. Computer Vision and Image Analysis
  14. 13. Model Evaluation and Validation
  15. 14. Scalability and Productionization
  16. 15. Security, Privacy, and Ethics in ML
  17. 16. Interpretability and Explainable AI
  18. 17. Advanced Topics and Frontiers
  19. 18. Real-World Applications and Case Studies
  20. 19. Hands-On Projects and Practice
  21. 20. Resources and Next Steps

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Yes, you can access Mastering Machine Learning by Cybellium in PDF and/or ePUB format, as well as other popular books in Computer Science & Artificial Intelligence (AI) & Semantics. We have over 1.5 million books available in our catalogue for you to explore.