Jiangming Yao

    Research Associate,
    FRIB/NSCL, Michigan State University, East Lansing, USA
    E-mail: yaoj [at] frib.msu.edu

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Deep Learning (by Andrew Ng)

Neural Network from Scratch

  • NN with Logistic Regression
  • Shallow NN from Scratch
  • NN from Scratch 1 (Build)
  • NN from Scratch 2 (Application)

    Hyperparameters tuning and Programming Frameworks

  • Initializations in NN
  • Regularization (L2/Dropout)
  • Optimization (SGD/Mini-batch/Batch/GDM/Adam)
  • Tensorflow

    • Convolution Neural Networks

  • Convolution Neural Networks (Build)
  • Convolution Neural Networks (Application)
  • Keras tutorial - the Happy House
  • Residual Networks
  • Autonomous driving application - Car detection (YOLO)

    • Sequence Models

  • Recurrent Neural Networks (Build from sractch)
  • Character level language model - Dinosaurus land
  • Generate Jazz Solo with an LSTM Network
  • Build an Emojifier
  • Operations on word vectors
  • Neural machine translation with attention
  • Trigger word detection