My Data Science Toolbox

Cheat sheets

• MarkDown Cheat Sheet
• Data Exploration with Pandas (PDF)
• Git Cheat Sheet
• Data Wrangling
• Plotly Cheat Sheet
• Data Exploration in Python
• {‘Very comprehensive Cheat Sheets’: [‘Python’. ‘Matplotlib’. ‘Pandas’]}
• Greek Stats Symbols
• Machine Learning Cheat Sheet
• Machine Learning: Think Big and Parallel (Day1) (Day2)

Data Visualization

• 15 Data Visualizations that will Blow Your Mind
• FlowingData Data Visualizations

Datasets

• 538 Data on Github
• Awesome Public Datasets
• Kaggle
• 20 Big Data Datasets everyone should know about
• Data.Gov

Miscellany

• DSI Install Fest (PDF)
• Another Repository Like This
• Data Science Salaries 2016
• The “Saturn” Graph

Books

• Introduction to Statistical Learning - Hastie/Tibshirani - Online Course
• Speech and Language Processing - Jurafsky/Martin -
• Introduction to Algorithms - Cormen
• Web Scraping with Python: Collecting Data from the Modern Web

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