Blogs
Statistical Modeling, Causal Inference, and Social Science
- Making Decisions With Classifiers
- Estimating how many there are of something when you can’t see them all perfectly
Basic decision tree for data science algorithms
“Choosing the right estimator — scikit-learn”
Methods standardization
All options - Cookiecutter Data Science
Automating data science
ERIN LEDELL - Scalable Automatic Machine Learning - YouTube
627: AutoML: Automated Machine Learning — with Erin LeDell - YouTube
Automating data science | Communications of the ACM
Data Science Automation: Let AI Do the Heavy Lifting | Pecan AI
[2105.05699] Automating Data Science: Prospects and Challenges
Python Data Science: Automating EDA: Univariate Statistics and Visualizations - YouTube
Python Data Science: Automating Cleaning: Bin Low Count Categorical Groups - YouTube
Automated Machine Learning and Best Practices in Data Science - YouTube
Automating the Data Architect: Generative AI for Enterprise Data Modeling - YouTube