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Resources

MLStation · Resources

Resources

Quick references and curated material to learn faster.

Learn

Learning PathsOrdered reading lists from beginner to production. Cheat SheetsOne-page summaries of formulas and commands. GlossaryPlain-language definitions of key terms.

Explore

Paper NotesReadable summaries of influential papers. DatasetsFree, high-quality datasets for practice.

Latest articles

Data Science Cheat Sheets: Code, Formulas and Commands 📝
12 min
Resources
Cheat Sheets
Reference

One-page references for pandas, NumPy, SQL, statistics, ML metrics, scikit-learn, Git and Docker, plus an interactive metrics calculator, a distribution explorer, a test…

Oct 1, 2026
20 Famous Open Data Sources for Analytics, and How to Extract Data 🗄️
13 min
Resources
Datasets
Open Data
APIs

The twenty best-known free data sources, from Kaggle and UCI to FRED, the World Bank, NASA and SEC EDGAR, with a filterable catalogue, extraction code for each access method…

Oct 1, 2026
Data Science Glossary: 100+ Terms in Plain Language 📖
14 min
Resources
Glossary
Reference

A searchable glossary of statistics, machine learning, deep learning, data, evaluation, MLOps, NLP and computer vision terms, each explained in one or two plain sentences…

Oct 1, 2026
Learning Paths: From Zero to Solving Real Industry Problems 🛤️
12 min
Resources
Learning Paths
Use Cases

Step-by-step paths for eight industrial use cases, from churn and fraud to predictive maintenance and visual inspection, with open datasets, metrics, an animated roadmap and…

Oct 1, 2026
Where to Find Data Science Resources: A Practical Map 🧭
9 min
Resources
Learning
Projects

A guided map of the best free places to learn data science, find datasets, copy real projects and industry use cases, and stay current, with a resource finder and a…

Oct 1, 2026
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