| Description |
1 online resource (507 pages) : color illustrations |
| Note |
Includes index. |
| Contents |
A review of machine learning -- Foundations of neural networks and deep learning -- Fundamentals of deep networks -- Major architecture of deep networks -- Building deep networks -- Tuning deep networks -- Tuning specific deep network architectures -- Vectorization -- Using deep learning and DL4J on Spark -- What is artificial intelligence? -- RL4J and reinforcement learning -- Numbers everyone should know -- Neural networks and backpropagation: a mathematical approach -- Using the ND4J API -- Using DataVec -- Working with DL4J from source -- Setting up DL4J projects -- Setting up GPUs for DL4J projects -- Troubleshooting DL4J installations. |
| Summary |
How can machine learning--especially deep neural networks--make a real difference in your organization? This hands-on guide not only provides practical information, but helps you get started building efficient deep learning networks. The authors provide the fundamentals of deep learning--tuning, parallelization, vectorization, and building pipelines--that are valid for any library before introducing the open source Deeplearning4j (DL4J) library for developing production-class workflows. Through real-world examples, you'll learn methods and strategies for training deep network architectures and running deep learning workflows on Spark and Hadoop with DL4J. |
| Subject |
Machine learning.
|
|
Artificial intelligence.
|
|
Neural networks (Computer science)
|
|
Artificial Intelligence |
|
Neural Networks, Computer |
|
Machine Learning |
|
Apprentissage automatique. |
|
Intelligence artificielle. |
|
Réseaux neuronaux (Informatique) |
|
artificial intelligence. |
|
Artificial intelligence |
|
Machine learning |
|
Neural networks (Computer science) |
| Added Author |
Gibson, Adam, 1989- author.
|
| Other Form: |
Print version: Patterson, Josh. Deep learning. First edition. ©2017 1491914254 9781491914250 (OCoLC)902657832 |
| ISBN |
9781491914236 (electronic bk.) |
|
1491914238 (electronic bk.) |
|
9781491914212 (electronic bk.) |
|
1491914211 (electronic bk.) |
|
More Resources