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cumcdatasciencegroup
Learning Data Science and Bioinformatics:
MOOCS:
Starting Out:
Introduction to Computer Science (free on Udacity!)
Basic Command Line (free on Udacity!)
Programming Foundations with Python (free on Udacity!)
Fundamentals of Analysis
Intro to Data Analysis using Python (free on Udacity!)
Data Analysis with R (free on Udacity!)
Data Scientist's ToolBox (Coursera specialization free on GitHub!)
Statistical Analysis
Introduction to Statistics (free on Udacity!)
Introduction to Descriptive Statistics (free on Udacity!)
Learning from Data
Introduction to Machine Learning (free on Udacity!)
Deep Learning (free on Udacity!)
R
Learn R via RStudio
R courses on Coursera
Python
Python courses on Coursera
Python programming tutorials
More Python programming tutorials
Python Bootcamp
Comprehensive Curricula
Data Science A-Z™: Real-Life Data Science Exercises Included ($13.99 on Udemy)
Comprehensive Learning Path to Becoming a Data Scientist (enrollment required--free!)
Videos:
Data Science
BD2K Fundamentals of Data Science
Computer Science
How Computers Work (khanacademy videos)
Algorithms (khanacademy videos)
Various Topics (khanacademy videos)
CS dojo (youtube channel) -- programming and python-specific basics
Statistics
Statistics & Probability (khanacademy videos)
Math
Kindergarten <-> College math (khanacademy videos)
Doing Data Science/Bioinformatics well:
Bioinformatics Best Practices
How to use Git and GitHub (free course on Udacity!)
GitHub & Collaboration (free course on Udacity!)
Data Sharing recommendations from the Jeff Leek Group at JHU
Reproducible Research course by Karl Broman at U-WM
Tricks for fast data (table) manipulation
Online resource websites
Software Carpentry
Data Carpentry
(
Data Carpentry for Biologists
)
Online TextBooks:
Statistics
Stats in R
Data Science
Python Data Science Handbook
Computational Notebooks:
Python implementations and notebooks of common machine learning models from scratch
Google Sites
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Google Sites
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