Computer Vision

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Computer Vision provided by Kaggle is a comprehensive online course, which lasts for 4 hours worth of material. Computer Vision is taught by Ryan Holbrook. Upon completion of the course, you can receive an e-certificate from Kaggle. The course is taught in Englishand is Free Certificate. Visit the course page at Kaggle for detailed price information.

Overview
  • Build convolutional neural networks with TensorFlow and Keras.

    • Create your first computer vision model with Keras.
    • Discover how convnets create features with convolutional layers.
    • Learn more about feature extraction with maximum pooling.
    • Explore two important parameters: stride and padding.
    • Design your own convnet.
    • Boost performance by creating extra training data.
    • Use Kaggle's free TPUs to make a submission to the Petals to the Metal competition!
    • Use Kaggle's free TPUs to make a submission to the Cassava Leaf Disease Classification competition.

Syllabus
    • The Convolutional Classifier
    • Convolution and ReLU
    • Maximum Pooling
    • The Sliding Window
    • Custom Convnets
    • Data Augmentation
    • Create Your First Submission
    • Getting Started: TPUs + Cassava Leaf Disease