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ELEN 521 Deep Learning Labs

  • Lab1: Implementation of common activation functions and plots of datasets
  • Lab2: Regression and classification problems with neural network
  • Lab3: Implementation of optimizers: GD, Momentum, Adadelta, Adam, AdamWithWarmup
  • Lab4: Training on CIFAR10 and CIFAR100 in Keras
  • Lab5: Data Augmentation, Transfer Learning, and Visualizion of what the network is learning
  • Lab6: Training on Quantized Neural Networks with QKeras, Neural Style Transfer, and Real-Time Object Detection with YOLO
  • Lab7: NLP - removing bias in embedding, Sentiment Analysis, LSTM, GRU, Text Generatation, Translation with seq2seq
  • Lab8: GAN - pokemon creation