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Curated list of resources to help you get started with Data Science
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What is Data Science?
Common Algorithms and Procedures
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
Various other helpful tools and resources
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
Data Science Challenges for Beginners
More advanced resources and lists
An awesome Data Science repository to learn and apply for real world problems.
common data analysis and machine learning tasks using python
machine learning and deep learning tutorials, articles and other resources