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- Deep Learning Essentials. Your hands-on guide to the fundamentals of deep learning and neural network modeling
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Deep Learning Essentials. Your hands-on guide to the fundamentals of deep learning and neural network modeling
Wei Di, Jianing Wei, Anurag Bhardwaj
Ebook
Deep Learning a trending topic in the field of Artificial Intelligence today and can be considered to be an advanced form of machine learning.
This book will help you take your first steps in training efficient deep learning models and applying them in various practical scenarios. You will model, train, and deploy different kinds of neural networks such as CNN, RNN, and will see some of their applications in real-world domains including computer vision, natural language processing, speech recognition, and so on. You will build practical projects such as chatbots, implement reinforcement learning to build smart games, and develop expert systems for image captioning and processing using Python library such as TensorFlow. This book also covers solutions for different problems you might come across while training models, such as noisy datasets, and small datasets.
By the end of this book, you will have a firm understanding of the basics of deep learning and neural network modeling, along with their practical applications.
This book will help you take your first steps in training efficient deep learning models and applying them in various practical scenarios. You will model, train, and deploy different kinds of neural networks such as CNN, RNN, and will see some of their applications in real-world domains including computer vision, natural language processing, speech recognition, and so on. You will build practical projects such as chatbots, implement reinforcement learning to build smart games, and develop expert systems for image captioning and processing using Python library such as TensorFlow. This book also covers solutions for different problems you might come across while training models, such as noisy datasets, and small datasets.
By the end of this book, you will have a firm understanding of the basics of deep learning and neural network modeling, along with their practical applications.
- 1. Why Deep Learning?
- 2. Getting Yourself Ready for Deep Learning
- 3. Getting Started with Neural Networks
- 4. Deep Learning in Computer Vision
- 5. NLP - Vector Representation
- 6. Advanced Natural Language Processing
- 7. Multimodality
- 8. Deep Reinforcement Learning
- 9. Deep Learning Hacks
- 10. Deep Learning Trends
- Title: Deep Learning Essentials. Your hands-on guide to the fundamentals of deep learning and neural network modeling
- Author: Wei Di, Jianing Wei, Anurag Bhardwaj
- Original title: Deep Learning Essentials. Your hands-on guide to the fundamentals of deep learning and neural network modeling
- ISBN: 9781785887772, 9781785887772
- Date of issue: 2018-01-30
- Format: Ebook
- Item ID: e_14u2
- Publisher: Packt Publishing