You're reading from Python Machine Learning By Example Unlock machine learning best practices with real-world use cases

Product type Paperback

Published in Jul 2024

Publisher Packt

ISBN-13 9781835085622

Length 518 pages

Edition 4th Edition

Languages

Python

Tools

PyTorch

Concepts

Computer Vision

Author (1):

Yuxi (Hayden) Liu

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Table of Contents (18) Chapters

Preface

1. Getting Started with Machine Learning and Python FREE CHAPTER

2. Building a Movie Recommendation Engine with Naïve Bayes

3. Predicting Online Ad Click-Through with Tree-Based Algorithms

4. Predicting Online Ad Click-Through with Logistic Regression

5. Predicting Stock Prices with Regression Algorithms

6. Predicting Stock Prices with Artificial Neural Networks

7. Mining the 20 Newsgroups Dataset with Text Analysis Techniques

8. Discovering Underlying Topics in the Newsgroups Dataset with Clustering and Topic Modeling

9. Recognizing Faces with Support Vector Machine

10. Machine Learning Best Practices

11. Categorizing Images of Clothing with Convolutional Neural Networks

12. Making Predictions with Sequences Using Recurrent Neural Networks

13. Advancing Language Understanding and Generation with the Transformer Models

14. Building an Image Search Engine Using CLIP: a Multimodal Approach

15. Making Decisions in Complex Environments with Reinforcement Learning

16. Other Books You May Enjoy

17. Index

Index

activation function 165-169

selecting 179

ad click-through prediction

overview 65-67

predicting, with logistic regression using gradient descent 112, 113

with decision tree 86-91

adjusted R2 155

AI-based assistance 3

AI plus human intelligence 3

AlexNet 344

AlphaGo 3

Anaconda

URL 28

applications and use cases, CLIP model

image and text generation 418

image and text retrieval 418

transfer learning 418

visual question answering (VQA) 418

zero-shot image classification 417

zero-shot text classification 417

approaches, for dealing with multiple classes

one-vs-rest 267-271

Arcene Dataset

reference link 278

Area Under the Curve (AUC) 58

Artificial General Intelligence (AGI) 163, 442

Artificial Intelligence-Generated Content (AIGC) 3, 172

Artificial Neural Networks (ANNs) 9, 163

attributes 40, 228

automation

versus machine learning 4

autoregressive language...

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You're reading from Python Machine Learning By Example Unlock machine learning best practices with real-world use cases

Table of Contents (18) Chapters

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Table of Contents (18) Chapters

Index

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