https://amitness.com/2020/05/data-augmentation-for-nlp/

Bag of Tricks in Machine Learning
Public Personal Notebook
Preparation: CNN course by Andrew Ng
Convolutional Neural Networks | Coursera
ImageNet Leaderboard (read in reverse order)
I will go back to work on deep learning after writing bash for 6 months. Here is my plan to pick up deep learning.
Foundation:
CV or NLP:
PyTorch and Tensorflow:
Research on training transformer language models at scale, including BERT:
https://arxiv.org/abs/1908.04284
Personal VAD: Speaker-Conditioned Voice Activity Detection
Shaojin Ding, Quan Wang, Shuo-yiin Chang, Li Wan, Ignacio Lopez Moreno
Comments: To be submitted to ICASSP 2020Subjects: Audio and Speech Processing (eess.AS); Machine Learning (cs.LG); Machine Learning (stat.ML)