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Deep Learning - Coggle Diagram

- - - - Gradient Descent
- - - - Object Detection
      - Video Classification
      - Object Tracking
      - Super Resolution
      - Edge Detection
      - Semantic Segmentation
      - Visual Attention and Saliency
      - Object Recognition
      - Human Pose Estimation
      - Image Captioning
      - Question Answering
      - Image Generation
  - - - Some Concepts
        
        Word Vectors
        
        We need a measure of sense of similarity between words
        
        Word Embeddings
        
        Vector Representation of Words since we cannot feed string of words to neural networks
        
        One Hot Encoding: Very inefficient
        
        N-Grams
        
        Gives context to train a network to build word vectors
        
        Word Embedding Lecture
        
        Continuos Bag of Words Method
      - Some Tasks
        
        Text Summarization
        
        Machine Translation
        
        Question Answering
        
        Image Captioning
        
        Chatbot
    - - Recurrent Neural Networks
        
        Backpropagation through time
      - LSTMs
      - Memory Units