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Artificial Intelligence By Example

You're reading from   Artificial Intelligence By Example Acquire advanced AI, machine learning, and deep learning design skills

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Product type Paperback
Published in Feb 2020
Publisher Packt
ISBN-13 9781839211539
Length 578 pages
Edition 2nd Edition
Languages
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Author (1):
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Denis Rothman Denis Rothman
Author Profile Icon Denis Rothman
Denis Rothman
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Toc

Table of Contents (23) Chapters Close

Preface 1. Getting Started with Next-Generation Artificial Intelligence through Reinforcement Learning 2. Building a Reward Matrix – Designing Your Datasets FREE CHAPTER 3. Machine Intelligence – Evaluation Functions and Numerical Convergence 4. Optimizing Your Solutions with K-Means Clustering 5. How to Use Decision Trees to Enhance K-Means Clustering 6. Innovating AI with Google Translate 7. Optimizing Blockchains with Naive Bayes 8. Solving the XOR Problem with a Feedforward Neural Network 9. Abstract Image Classification with Convolutional Neural Networks (CNNs) 10. Conceptual Representation Learning 11. Combining Reinforcement Learning and Deep Learning 12. AI and the Internet of Things (IoT) 13. Visualizing Networks with TensorFlow 2.x and TensorBoard 14. Preparing the Input of Chatbots with Restricted Boltzmann Machines (RBMs) and Principal Component Analysis (PCA) 15. Setting Up a Cognitive NLP UI/CUI Chatbot 16. Improving the Emotional Intelligence Deficiencies of Chatbots 17. Genetic Algorithms in Hybrid Neural Networks 18. Neuromorphic Computing 19. Quantum Computing 20. Answers to the Questions 21. Other Books You May Enjoy
22. Index

Index

Symbols

2D convolution layer

adding 211

kernel 211, 212

shape 216

A

absolute error 118

activation function 341, 342

activation functions 216

Adam optimizer 226, 227

adaptive moment estimation (Adam) 226

adaptive thinker

becoming 5

affirmation

example 410

agent 5

creating, to learn Dialogflow 378, 379

fulfillment functionality, adding to 393, 394

AI

as frontier 136

disruption 123

emergency, in recent years 125

innovation 123

mathematical theories 124

public awareness 126

algorithm cell 457, 458

apparel conveyor belt processing 272

apparel manufacturing process 268, 269

artificial hybrid neural networks

about 460

LSTM, building

model, goal

artificial neural networks (ANNs)

about 206

automated apparel manufacturing process

CRLMM, applying to 266

Automatic Text to Speech function 400

Auto Speech Adaptation 400

B

backpropagation...

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