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Deep Learning Club Handouts
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Language
  • English
  • 中文

  • Preface: About Deep Learning
  • Core Mathematical Foundations of Deep Learning
    • Introduction
    • Computational graph
    • Learning Task Formulations
    • Activation Functions
    • Loss Functions
    • Backpropagation Algorithm
    • Gradient Descent and Optimization Algorithms
    • Summary and Outlook
  • CNN Expedition: Thirty Years of ArchitecturesChinese only
  • PyTorch Practice: Turning Theory into CodeChinese only
  • Model Deployment and ServingChinese only
  • Transfer Learning and Fine-TuningChinese only
  • U-Net Image SegmentationChinese only
  • Sequence Modeling: RNN to Transformer to MambaChinese only
  • AppendixChinese only
  • PostscriptChinese only
  1. Index
ulink-deep-learning-club/ulink-deeplearningclub-handouts
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