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Deep Learning and Practice 2022 Spring

Deep Learning and Practice 2022 Spring @ NYCU IOC.
In this course, there are 7 labs and 1 final project in total.

  • Lab1: Warm-up: Python + Pytorch
  • Lab2: Back Propagation
  • Lab3: 2048-Temporal Difference Learning
  • Lab4-1: EEG Classification
  • Lab4-2: Diabetic Retinopathy Detection
  • Lab5: Conditional VAE for Video Prediction
  • Lab6: Deep Q-Network and Deep Deterministic Policy Gradient
  • Lab7: Let's play GANs
  • Final Project: Stance Detection with Transformers

Environment

  • Ubuntu 20.04.3 LTS
  • Python 3.8.10
  • NVIDIA GeForce GTX 1070

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