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Awesome Tutorials

Curated list of resources to help you get started with Data Science

Here you can see meta information about this topic like the time we last updated this page, the original creator of the awesome list and a link to the original GitHub repository.

Last Update: Nov. 30, 2020, 12:16 a.m.

Thank you siboehm & contributors
View Topic on GitHub:
siboehm/awesome-learn-datascience

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What is Data Science?

Common Algorithms and Procedures

General

Data processing, implementation, and visualization with example code.

Online Course using Python that covers most of the relevant toolkits.

Learning Python

numpy

pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

26.37K
10.8K
88d
BSD-3-Clause

Paid course, but 30 free days upon account creation (enough to complete course).

scikit-learn

Jupyter Notebook

Various other helpful tools and resources

A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

4.01K
1.34K
6m
MIT

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.

11.85K
3.13K
3d
MIT

Completely free enterprise-ready Python distribution for large-scale data processing, predictive analytics, and scientific computing

A library for industrial-strength natural language processing in Python and Cython.

Rent cloud servers for more timeconsuming calculations (r4.xlarge server is a good place to start).

Data Science Challenges for Beginners

Walkthrough through a simple challenge on house prices.

Predict survival on the Titanic.

Predict the operating condition of water pumps in Africa.

More advanced resources and lists

An awesome Data Science repository to learn and apply for real world problems.

14.88K
4.22K
3d
MIT

common data analysis and machine learning tasks using python

4.11K
1.33K
1y 11m
MIT

machine learning and deep learning tutorials, articles and other resources

10.84K
3.29K
7m
CC0-1.0