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Machine Learning and AI for Absolute Beginners. The Ultimate Guide to AI and Machine Learning for Newcomers

Machine Learning and AI for Absolute Beginners. The Ultimate Guide to AI and Machine Learning for Newcomers

Oliver Theobald

Eлектронна книга
This book is an ideal starting point for anyone interested in Artificial Intelligence and Machine Learning. It begins with the foundational principles of AI, offering a deep dive into its history, building blocks, and the stages of development. Readers will explore key AI concepts and gradually transition to practical applications, starting with machine learning algorithms such as linear regression and k-nearest neighbors. Through step-by-step Python tutorials, the book helps readers build and implement models with hands-on experience.
As the book progresses, readers will dive into advanced AI topics like deep learning, natural language processing (NLP), and generative AI. Topics such as recommender systems and computer vision demonstrate the real-world applications of AI technologies. Ethical considerations and privacy concerns are also addressed, providing insight into the societal impact of these technologies.
By the end of the book, readers will have a solid understanding of both the theory and practice of AI and Machine Learning. The final chapters provide resources for continued learning, ensuring that readers can continue to grow their AI expertise beyond the book.
  • 1. AI for Absolute Beginners
  • 2. Prologue
  • 3. Introduction
  • 4. A Brief History
  • 5. AI Building Blocks
  • 6. The 3 Stages of AI Development
  • 7. Machine Learning
  • 8. Deep Learning
  • 9. Natural Language Processing
  • 10. Generative AI
  • 11. Recommender Systems
  • 12. Computer Vision
  • 13. Privacy & Ethical Considerations
  • 14. The Future of Work
  • 15. Further Resources
  • 16. Machine Learning for Absolute Beginners
  • 17. Preface
  • 18. What is Machine Learning?
  • 19. Machine Learning Categories
  • 20. The Machine Learning Toolbox
  • 21. Data Scrubbing
  • 22. Setting Up Your Data
  • 23. Linear Regression
  • 24. Logistic Regression
  • 25. k-Nearest Neighbors
  • 26. k-Means Clustering
  • 27. Bias & Variance
  • 28. Support Vector Machines
  • 29. Artificial Neural Networks
  • 30. Decision Trees
  • 31. Ensemble Modeling
  • 32. Development Environment
  • 33. Building a Model in Python
  • 34. Model Optimization
  • 35. Other Resources
  • 36. Thank You
  • 37. Further Resources
  • Назва: Machine Learning and AI for Absolute Beginners. The Ultimate Guide to AI and Machine Learning for Newcomers
  • Автор: Oliver Theobald
  • Оригінальна назва: Machine Learning and AI for Absolute Beginners. The Ultimate Guide to AI and Machine Learning for Newcomers
  • ISBN: 9781806384709, 9781806384709
  • Дата видання: 2025-08-20
  • Формат: Eлектронна книга
  • Ідентифікатор видання: e_4jr9
  • Видавець: Packt Publishing