Grokking Deep Learning for Computer Vision

About the book

Manning Publications' newest release to dive deep into deep learning and computer vision concepts to aspiring engineers interested in mastering the topic.

deep learning computer vision book

content

Part I. FOUNDATION

    1. Introduction to Computer Vision
    2. Deep learning and neural networks
    3. Convolutional Neural Networks (CNNs)
    4. Improving deep neural networks and hyperparameter tuning

Part II. Image Classification and Object Detection

    5. Transfer learning and advanced CNN architectures
    6. Image classification
    7. Object detection with YOLO, SSD and R-CNN

PART III. ADVANCED COMPUTER VISION

    8. Recurrent Neural Networks (RNNs)
    9. Image captioning
    10. Generative adversarial networks (GANs)
    11. Style transfer

CLOSING AND LAST WORDS

    12. The Ethics of Artificial Intelligence

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