| 统计学习导论 |
Analytics vs. Statistics by Cassie Kozyrkov
Data Science’s Most Misunderstood Hero by Cassie Kozyrkov
An Introduction to Statistical Learning by James et al |
| 探索性数据分析（EDA） |
Ten Simple Rules for Effective Statistical Practice by Kass et al |
| 机器学习基础 |
[Deep Learning with Python by Francois Chollet
AI for Oceans by Code.org
Machine Learning for Kids by Code.org |
| 神经网络与深度学习 |
The Deep Learning Specialization–DeepLearning.AI
Dive into Deep Learning |
| 强化学习 |
StanFord - CS234: Reinforcement Learning |
| 大语言模型 |
StandFord - CS336: Language Modeling from Scratch |
| 数据科学任务分类 |
A Second Chance to Get Causal Inference Right: A Classification of Data Science Tasks by Hernan et al |
| 数据科学职业发展 |
The Hiring Gambit: In Search of the Twofer Data Scientist by Radu Craiu |
| 数据科学项目实践 |
DataCamp for Classrooms
Kaggle Learn |