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Master Data
& Science

Two complete learning paths — one for Data Analysts, one for Data Scientists. Check off topics and tools, follow curated resources, and earn the industry's top certifications.

📊 Data Analyst Path 🔬 Data Scientist Path
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Essential Tools to Bookmark
📓
Jupyter Notebook
Interactive notebooks
 🖥️
Google Colab
Free GPU notebooks
 🏆
Kaggle
Datasets + competitions
 📊
Tableau Public
Free data visualization
 📈
Power BI Desktop
Free BI tool
 🗃️
DBeaver
Free SQL client
 ⚡
SQLite Online
Practice SQL in browser
 🤗
HuggingFace Datasets
Open dataset hub
 🐙
GitHub
Portfolio & version control
 🍃
MongoDB Atlas
Free cloud NoSQL DB