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Advanced Deep Learning with Python
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Table of Contents

Table of Contents

  • The Nuts and Bolts of Neural Networks
  • Understanding Convolutional Networks
  • Advanced Convolutional Networks
  • Object Detection and Image Segmentation
  • Generative Models
  • Language Modelling
  • Understanding Recurrent Networks
  • Sequence-to-Sequence Models and Attention
  • Emerging Neural Network Designs
  • Meta Learning
  • Deep Learning for Autonomous Vehicles
  • About the Author

    Ivan Vasilev started working on the first open source Java deep learning library with GPU support in 2013. The library was acquired by a German company, where he continued to develop it. He has also worked as a machine learning engineer and researcher in the area of medical image classification and segmentation with deep neural networks. Since 2017, he has been focusing on financial machine learning. He is working on a Python-based platform that provides the infrastructure to rapidly experiment with different machine learning algorithms for algorithmic trading. Ivan holds an MSc degree in artificial intelligence from the University of Sofia, St. Kliment Ohridski.

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