Titre : |
Artificial Intelligence Programming with Python : from zero to hero / |
Type de document : |
texte imprimé |
Auteurs : |
Perry Xiao |
Editeur : |
New York : J. Wiley & sons |
Année de publication : |
2022 |
Importance : |
1 vol. (689 p.) |
Format : |
24 cm |
ISBN/ISSN/EAN : |
978-1-119-82086-4 |
Langues : |
Anglais (eng) |
Catégories : |
Informatique
|
Mots-clés : |
Informatique |
Index. décimale : |
004 - Informatique |
Résumé : |
In Practical Artificial Intelligence Programming with Python: From Zero to Hero, veteran educator and photophysicist Dr. Perry Xiao delivers a thorough introduction to one of the most exciting areas of computer science in modern history. The book demystifies artificial intelligence and teaches readers its fundamentals from scratch in simple and plain language and with illustrative code examples.
Divided into three parts, the author explains artificial intelligence generally, machine learning, and deep learning. It tackles a wide variety of useful topics, from classification and regression in machine learning to generative adversarial networks. He also includes:
Fulsome introductions to MATLAB, Python, AI, machine learning, and deep learning
Expansive discussions on supervised and unsupervised machine learning, as well as semi-supervised learning
Practical AI and Python “cheat sheet” quick references
This hands-on AI programming guide is perfect for anyone with a basic knowledge of programming—including familiarity with variables, arrays, loops, if-else statements, and file input and output—who seeks to understand foundational concepts in AI and AI development. |
Note de contenu : |
Sommaire
Table of contents
Preface
Part I: Introduction
CHAPTER 1: Introduction to AI
CHAPTER 2: AI Development Tools
Part II: Machine Learning and Deep Learning
CHAPTER 3: Machine Learning
CHAPTER 4: Deep Learning
Part III: AI Applications
CHAPTER 5: Image Classification
CHAPTER 6: Face Detection and Face Recognition
CHAPTER 7: Object Detections and Image Segmentations
CHAPTER 8: Pose Detection
CHAPTER 9: GAN and Neural-Style Transfer
CHAPTER 10: Natural Language Processing
CHAPTER 11: Data Analysis
CHAPTER 12: Advanced AI Computing
Index
|
Côte titre : |
Fs/24988 |
Artificial Intelligence Programming with Python : from zero to hero / [texte imprimé] / Perry Xiao . - New York : J. Wiley & sons, 2022 . - 1 vol. (689 p.) ; 24 cm. ISBN : 978-1-119-82086-4 Langues : Anglais ( eng)
Catégories : |
Informatique
|
Mots-clés : |
Informatique |
Index. décimale : |
004 - Informatique |
Résumé : |
In Practical Artificial Intelligence Programming with Python: From Zero to Hero, veteran educator and photophysicist Dr. Perry Xiao delivers a thorough introduction to one of the most exciting areas of computer science in modern history. The book demystifies artificial intelligence and teaches readers its fundamentals from scratch in simple and plain language and with illustrative code examples.
Divided into three parts, the author explains artificial intelligence generally, machine learning, and deep learning. It tackles a wide variety of useful topics, from classification and regression in machine learning to generative adversarial networks. He also includes:
Fulsome introductions to MATLAB, Python, AI, machine learning, and deep learning
Expansive discussions on supervised and unsupervised machine learning, as well as semi-supervised learning
Practical AI and Python “cheat sheet” quick references
This hands-on AI programming guide is perfect for anyone with a basic knowledge of programming—including familiarity with variables, arrays, loops, if-else statements, and file input and output—who seeks to understand foundational concepts in AI and AI development. |
Note de contenu : |
Sommaire
Table of contents
Preface
Part I: Introduction
CHAPTER 1: Introduction to AI
CHAPTER 2: AI Development Tools
Part II: Machine Learning and Deep Learning
CHAPTER 3: Machine Learning
CHAPTER 4: Deep Learning
Part III: AI Applications
CHAPTER 5: Image Classification
CHAPTER 6: Face Detection and Face Recognition
CHAPTER 7: Object Detections and Image Segmentations
CHAPTER 8: Pose Detection
CHAPTER 9: GAN and Neural-Style Transfer
CHAPTER 10: Natural Language Processing
CHAPTER 11: Data Analysis
CHAPTER 12: Advanced AI Computing
Index
|
Côte titre : |
Fs/24988 |
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