Data Science
Overview
Paper Reading
2022 paper reading
2020 paper reading
Paper writting
CV
Image classification
NLP
LLM
- Large Language Model: GPT3
- Technologies behind ChatGPT
- Multimodal Large Language Model (MLLM)
- GPT-4 is coming!
AIGC
RL
- Reinforcement learning
- Proximal Policy Optimization in Reinforcement learning
- PPO based on stable_baselines3
- OpenAI Gym
ML Key concepts
- KL divergence
- Bias and variance, underfitting and overfitting
- Occam’s razor description from literature
- Why SGD is better than GD
- Curse of dimensionality
- How to prepare Machine Learning Interview
- Cracking your DL interviewing
- batch normalization
- ROC and EER
- Softmax and LogSoftmax
- Why harmonic mean in F1 score?
Data Visualization
Coding
Graph Neural Networks
Graph Classification
Top Researchers
NumPy
Pandas
- Python dictionary pass by value or by reference? What about pandas data frame?
- How to check whether two pandas dataframe is equal?
- Pandas Fast or Slow?
- Pandas axis=0 and axis=1
- Pandas internal
- pd datetime
Pytorch Coding Tips
- Pytorch Model transfer
- Pytorch freeze part of the layers
- Ptorch dataset and dataloader
- map style dataset and iterable style dataset
Tensorflow
- Tensorflow 1.x vs 2,x
- Tensorflow Docker on mac
- Exploration of Tensorflow SavedModel
- How to freeze keras or tensorflow 1.x graph
- How to freeze graph in Tensorflow 2.x