EricZhu-42 / NJU_NLP_SummerCamp_2019

Materials of NJU NLP SummerCamp

NJU_NLP_SummerCamp_2019

Materials of NJU NLP SummerCamp 2019

Content

• Week 1:
  • Basics about Tensorflow
  • Using MLP to solve MNIST image classification problem
  • Using CNN to solve MNIST image classification problem
  • Using CNN to solve CIFAR-10 image classification problem
• Week 2:
  • Basics about RNN & LSTM
  • Basics about RL & DQN
  • Using BiLSTM & CRF to solve NER problem
• Week 3:
  • Reading: Show and Tell: A Neural Image Caption Generator
• Week 4:
  • Reproducing: Show and Tell: A Neural Image Caption Generator
• Week 5:
  • Reading: Dense Captioning with Joint Inference and Visual Context
  • Reading: Actor-Critic Sequence Training for Image Captioning
• Week 6:
  • Reading: Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning
  • Reading: Source code of Adaptive Attention
• Week 7:
  • Reproducing: Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning (Code not included)
  • Final report of summer camp