Introduction to Statistical Learning |
Analytics vs. Statistics by Cassie Kozyrkov Data Science’s Most Misunderstood Hero by Cassie Kozyrkov An Introduction to Statistical Learning by James et al |
Exploratory Data Analysis (EDA) |
Ten Simple Rules for Effective Statistical Practice by Kass et al |
Machine Learning Fundamentals |
Deep Learning with Python by Francois Chollet AI for Oceans by Code.org Machine Learning for Kids by Code.org |
Neural Networks and Deep Learning |
The Deep Learning Specialization–DeepLearning.AI Dive into Deep Learning |
Reinforcement Learning |
StanFord - CS234: Reinforcement Learning |
Large Language Models |
StandFord - CS336: Language Modeling from Scratch |
Data Science Task Classification |
A Second Chance to Get Causal Inference Right: A Classification of Data Science Tasks by Hernan et al |
Data Science Career Development |
The Hiring Gambit: In Search of the Twofer Data Scientist by Radu Craiu |
Data Science Projects Practice |
DataCamp for Classrooms Kaggle Learn |