Artificial intelligence programming with Python: from zero to hero
Object category:
Elektronische Ressource
Person/Institution:
Publisher:
Wiley
Ort:
Hoboken, New Jersey
Date:
[2022]
Language:
Englisch
Additional information
Abstract:
Cover -- Title Page -- Copyright Page -- About the Author -- About the Technical Editors -- Acknowledgments -- Contents at a Glance -- Contents -- Preface -- Part I Introduction -- Chapter 1 Introduction to AI -- 1.1 What Is AI? -- 1.2 The History of AI -- 1.3 AI Hypes and AI Winters -- 1.4 The Types of AI -- 1.5 Edge AI and Cloud AI -- 1.6 Key Moments of AI -- 1.7 The State of AI -- 1.8 AI Resources -- 1.9 Summary -- 1.10 Chapter Review Questions -- Chapter 2 AI Development Tools -- 2.1 AI Hardware Tools -- 2.2 AI Software Tools -- 2.3 Introduction to Python -- 2.4 Python Development Environments -- 2.4 Getting Started with Python -- 2.5 AI Datasets -- 2.6 Python AI Frameworks -- 2.7 Summary -- 2.8 Chapter Review Questions -- Part II Machine Learning and Deep Learning -- Chapter 3 Machine Learning -- 3.1 Introduction -- 3.2 Supervised Learning: Classifications -- Scikit-Learn Datasets -- Support Vector Machines -- Naive Bayes -- Linear Discriminant Analysis -- Principal Component Analysis -- Decision Tree -- Random Forest -- K-Nearest Neighbors -- Neural Networks -- 3.3 Supervised Learning: Regressions -- 3.4 Unsupervised Learning -- K-means Clustering -- 3.5 Semi-supervised Learning -- 3.6 Reinforcement Learning -- Q-Learning -- 3.7 Ensemble Learning -- 3.8 AutoML -- 3.9 PyCaret -- 3.10 LazyPredict -- 3.11 Summary -- 3.12 Chapter Review Questions -- Chapter 4 Deep Learning -- 4.1 Introduction -- 4.2 Artificial Neural Networks -- 4.3 Convolutional Neural Networks -- 4.3.1 LeNet, AlexNet, GoogLeNet -- 4.3.2 VGG, ResNet, DenseNet, MobileNet, EffecientNet, and YOLO -- 4.3.3 U-Net -- 4.3.4 AutoEncoder -- 4.3.5 Siamese Neural Networks -- 4.3.6 Capsule Networks -- 4.3.7 CNN Layers Visualization -- 4.4 Recurrent Neural Networks -- 4.4.1 Vanilla RNNs -- 4.4.2 Long-Short Term Memory -- 4.4.3 Natural Language Processing and Python Natural Language Toolkit.
Object text:
Perry Xiao
Access and usage options
Administrative details
Created:
2023-04-12
Last changed:
2022-11-29
Added to portal:
2023-04-12
Feedback
Our data sets are in constant development. If you have additional information about this object or discovered an error, please write to us. Information on privacy policy
Ähnliche Objekte
Entdecken Sie ähnliche Objekte. Über die Datenfelder können Sie die Objekte auswählen, die Sie interessieren. Sie können Ihre Suchfilter beibehalten oder deaktivieren.
Suchfilter berücksichtigen
-
Object category:
- 1
-
Language:
- 1
-
Data source:
- 1