-
Notifications
You must be signed in to change notification settings - Fork 270
Learning
Rocio Ng edited this page Aug 23, 2017
·
62 revisions
NOTE: If you would like to suggest a resource to be added to this page please send a DM to Rocio on Slack with a link to the tool and a short description.
- Please limit suggestions to resources you have had some experience using
- If there is a specific topic you would like to see covered here please let her know as well. This page is a work in progress!
-
Code Academy
- Free site for interactively learning to code in many languages (eg. Python, HTML, SQL, Git etc)
- Highly recommended for absolute beginners to intermediate
-
Learn DataSci.com
- Comprehensive list of online data science courses
-
Ranking of Intro Data Science Courses
- Pretty extensive and methodical approach to ranking courses. Definitely check out to find a course that is right for you!
-
swirl: Learn R, in R
- Neat interactive way to learn how to do many things in R
-
R for Cats
- Being a cat/cat-lover not a strict requirement. Introduction to R for complete beginners
-
Data Science with R
- Companion Website to the Book with the same name
- Stat 133 at Berkeley
-
Advanced R Hadley Wickham's interactive companion for his Advanced R book. If you want to learn how the language actually works (including its weirdo 3-teired OO framework and what's really going on with its lazy evaluation), go here. The metaprogramming aspects are extremely useful (code that writes code!).
- Writing Fast R Code Crucial. Naive for loops can be real bad in R.
-
- Free interactive 'book' for learning how to code in Python and intended for beginners/intermediate users
-
Learn to Program Coursera Course
- Great course for learning how to code in Python. How I initially learned Python
-
Python For Scientists and Engineers
- Free e-book for Python that is focused on Data Analysis and ML
-
- Very useful to print out and have handy.
-
Python for Data Analysis by Wes Mckinney
- Great resource for learning how to work with the data analysis tools in Python
-
Getting and Cleaning Data
- Important Class. Even if you don't code in R you can follow the examples and understand the proper methods and BEST PRACTICES for data processing
-
Introduction to reshape2
- reshape2 is one of the most used packages for transforming data between long and wide formats. Useful to follow along to understand some fundamentals of data transformations
-
Machine Learning Youtube course
- Many machine learning algorithms and concepts explained very well
-
Andrew Ng's Course on Machine Learning
- Comprehensive introduction to machine learning and underlying mechanisms for various algorithms
-
Machine Learning/Deep Learning Cheat Sheets
- Collection of relevant cheat sheets: github link
-
Introduction to Statistical Learning by by Trevor Hastie and Rob Tibshirani - free e-book
- Must-read for anyone interested in Machine Learning and aimed at a less mathematically inclined audience
- Has useful labs that can be completed in R
-
Elements of Statistical Learning by Trevor Hastie, Robert Tibshirani and Jerome Friedman - free e-book
- For anyone who wants an advanced treatment of machine learning models and methods
-
Kahn Academy Videos
- Great introduction/review of statistics/probability concepts
- Probability is hard blog series by Allen Downey
- Extensive interactive tutorials
-
SQL Schools from Mode Analytics
- Thorough explanations with some interactivity
-
Gentle Introduction to Topic Modelling
- Topic Modelling using the popular Latent Dirichlet Allocation (LDA) algorithm
-
Text Mining in R
- Manual for various methods in text-mining (pre-processing, term-frequencies, analysis)
-
Mastering Spark GitBook
- Free online textbook (pdf available) on many topics in Spark
-
Deep Learning
- Free Online Textbook by Ian Goodfellow, Yoshua Bengio, Aaron Courville
- Intro Chapters also cover a lot of the math needed for Deep Learning Models
-
Git Tutorial
- Free 15 minute tutorial for getting started with Git
-
Web Scraping Tutorial
- Using python tools including BeautifulSoup
-
Data-Tau
- Trending news in data science and analytics
- Insight's Data Science Blog
-
Multi-threaded by Stitch Fix
- Blog of work and resources from one of the largest data science teams in tech
-
Probably Overthinking It
- Blog By Allen Downey author of multiple useful statistics and coding books