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Answers to 120 commonly asked data science interview questions.
Harvard CS109b Public Repository
Public Repository for cs109a, 2017 edition
:memo: An awesome Data Science repository to learn and apply for real world problems.
A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).
Analysis of SQL Leetcode and classic interview questions. Common pitfalls, anti-patterns and handy tricks are discussed. Sample databases are provided.
My personal website
Resources for Oreilly's "Cracking the Data Science Interview" video series.
Data science interview questions with answers. Not ideally (yet)
A set of self paced resources for anyone looking to get into data science. The materials assume an absolute beginner and are intended to prepare students for the Galvanize Data Science interview process: http://www.galvanize.com/courses/data-science/
Codes for educative.io
The fast.ai deep learning library, lessons, and tutorials
IPython Cookbook, Second Edition (2018)
Build a Jekyll blog in minutes, without touching the command line.
Code of the IPython Minibook, 2nd edition (2015)
Codes based on Michael Nielson's online book - http://neuralnetworksanddeeplearning.com
A comprehensive 10-page probability cheatsheet that covers a semester's worth of introduction to probability.
Deliberate Practice for Learning Python
My solution to the book <A collection of Data Science Take-home Challenges>
TensorFlow Tutorials with YouTube Videos
Just testing some things out!
Text and supporting code for Think Stats, 2nd Edition
Uber provided Data Science take home
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.