Deep Learning for Dummies
Mueller, John Paul
Deep Learning for Dummies - USA John Wiley & Sons, Inc. 2019 - 350p
Introduction
Part – 1: Discovering Deep Learning
Introducing Deep Learning
Introducing the Machine Learning Principles
Getting and Using Python
Leveraging Deep Learning Framework
Part – 2: Considering Deep Learning Basics
Reviewing Matrix Math and Optimization
Laying Linear Regression Foundations
Building a Basic Neural Network
Moving to Deep Learning
Explaining Convolutional Neural Networks
Introducing Recurrent Neural Networks
Part – 3: Interacting with Deep Learning
Performing Image Classification
Learning Advanced CNNs
Working on Language Processing
Generating Music and Visual Art
Building Generative Adversarial Networks
Playing with Deep Reinforcement Learning
Part – 4: The Part of Tens
Ten Applications that Require Deep Learning
Ten Must Have Deep Learning Tools
Ten Types of Occupations that Use Deep Learning
Index
9781119543046
Computer Engineering
006.31 / MUE
Deep Learning for Dummies - USA John Wiley & Sons, Inc. 2019 - 350p
Introduction
Part – 1: Discovering Deep Learning
Introducing Deep Learning
Introducing the Machine Learning Principles
Getting and Using Python
Leveraging Deep Learning Framework
Part – 2: Considering Deep Learning Basics
Reviewing Matrix Math and Optimization
Laying Linear Regression Foundations
Building a Basic Neural Network
Moving to Deep Learning
Explaining Convolutional Neural Networks
Introducing Recurrent Neural Networks
Part – 3: Interacting with Deep Learning
Performing Image Classification
Learning Advanced CNNs
Working on Language Processing
Generating Music and Visual Art
Building Generative Adversarial Networks
Playing with Deep Reinforcement Learning
Part – 4: The Part of Tens
Ten Applications that Require Deep Learning
Ten Must Have Deep Learning Tools
Ten Types of Occupations that Use Deep Learning
Index
9781119543046
Computer Engineering
006.31 / MUE