linear algebra

Probability Theory and Mathematical Statistics

Calculus

programming language

data structure

Sort and search

Complexity analysis

linear regression

logistic regression

decision tree

Support vector machine (SVM)

clustering

Dimensionality reduction

Neural network basics

deep neural network

Optimization algorithm

participle

Remove stop words

stemming

Ngram model

Hidden Markov Model (HMM)

neural network language model

Recurrent Neural Network (RNN)

Transformer model

Image filtering

edge detection

Morphological operations

Convolutional Neural Network (CNN)

sliding window

RCNN series

Semantic segmentation

Instance splitting

agent

environment

reward function

Q-learning

Deep Q Network (DQN)

policy gradient method

Game AI

Robot control

Data cleaning

data augmentation

Hyperparameter optimization

cross validation

Model compression

Model servitization

classic papers

Latest developments

Generative Adversarial Network (GAN)

self-supervised learning

Privacy protection

Algorithmic bias

Coursera

edX

GitHub

Kaggle competition

"Deep Learning"

"Machine Learning in Practice"

"A Survey of Natural Language Processing"