Data Science Development Environment and Tool Guides
- Laptop Recommendation: MacBook Pro - http://buyersguide.macrumors.com/#Mac
- Basic Linux Commands - http://mally.stanford.edu/~sr/computing/basic-unix.html
- Python PEP8 Style Guide - https://www.python.org/dev/peps/pep-0008/
- Data Science Toolbox VM - http://datasciencetoolbox.org
- Git Introduction - https://git-scm.com/video/what-is-version-control
- Git Guide - http://rogerdudler.github.io/git-guide/
- Getting Started with AWS EC2 - http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/concepts.html
- Setting up Jupyter Notebook Server on AWS EC2 - http://yangjie.me/2015/08/26/Run-Jupyter-Notebook-Server-on-AWS-EC2/
- Jupyter Notebook Keyboard Shortcuts - https://www.cheatography.com/weidadeyue/cheat-sheets/jupyter-notebook/
- Scikit Cheat Sheet - http://scikit-learn.org/stable/tutorial/machine_learning_map/
- Data Visualization Guide - http://www.perceptualedge.com/blog/wp-content/uploads/2015/07/Abelas-Chart-Selection-Diagram.jpg
- Scipy Lecture Notes - http://www.scipy-lectures.org
- Intro to Pandas - http://pandas.pydata.org/pandas-docs/stable/10min.html
- Scikit API Reference - http://scikit-learn.org/stable/modules/classes
- Pandas Visualization Gallery - http://pandas.pydata.org/pandas-docs/stable/visualization.html
- Seaborn Visualization Gallery - https://stanford.edu/~mwaskom/software/seaborn/examples/index.html
- Data Science Glossary - http://www.datascienceglossary.org
- SQL Exercises - https://pgexercises.com/questions/basic/
Next Steps Reading List
- http://blog.udacity.com/2014/12/get-noticed-hired-data-analyst.html
- http://blog.kaggle.com/2016/07/21/approaching-almost-any-machine-learning-problem-abhishek-thakur/
- http://mlwave.com/kaggle-ensembling-guide/
- http://newdatascientist.blogspot.com/p/useful-links.html
Project Related
- https://www.dataquest.io/blog/data-science-portfolio-machine-learning/
- http://drivendata.github.io/cookiecutter-data-science/
- http://columbia-applied-data-science.github.io/pages/lowclass-python-style-guide.html
- http://dnc1994.com/2016/05/rank-10-percent-in-first-kaggle-competition-en/
- http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/43146.pdf
Datasets
- https://www.kaggle.com/datasets
- http://archive.ics.uci.edu/ml/
- https://www.data.gov
- https://aws.amazon.com/datasets/
- http://www.google.com/publicdata/directory
- http://www.datasets.co
- https://www.quandl.com/browse
- https://github.com/caesar0301/awesome-public-datasets
- https://www.reddit.com/r/datasets
Competitions
- https://www.kaggle.com/competitions
- https://www.drivendata.org/competitions/
- https://www.crowdanalytix.com/community
- http://tunedit.org/challenges
- https://www.innocentive.com/ar/challenge/browse
MOOCs
Jobs
- https://www.linkedin.com/jobs/data-scientist-jobs
- https://www.kaggle.com/jobs
- https://datajobs.com
- http://www.kdnuggets.com/jobs/index.html
- http://www.analytictalent.com
Quiz
- http://www.datasciencecentral.com/profiles/blogs/66-job-interview-questions-for-data-scientists
- http://www.datasciencecentral.com/profiles/blogs/answers-to-dozens-of-data-science-job-interview-questions
Blogs
Newsletters
- http://dataelixir.com
- http://www.oreilly.com/data/newsletter.html
- http://www.datascienceweekly.org/newsletters
Aggregators
Textbooks
IPython Notebooks
- http://nb.bianp.net/sort/views/
- https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks
- https://github.com/nborwankar/LearnDataScience
- https://github.com/DrSkippy/Data-Science-45min-Intros
- https://github.com/rasbt/pattern_classification
- https://github.com/donnemartin/data-science-ipython-notebooks
Subreddits
- http://www.analyticsvidhya.com/blog/2015/08/best-ever-data-science-discussions-reddit/
- https://www.reddit.com/r/datascience
- https://www.reddit.com/r/MachineLearning
- https://www.reddit.com/r/statistics
- https://www.reddit.com/r/datacleaning
- https://www.reddit.com/r/dataisbeautiful
- https://www.reddit.com/r/dataisugly
Meetups (DC Area)
- http://www.datacommunitydc.org/calendar/
- http://www.meetup.com/Data-Community-DC/
- http://www.meetup.com/Data-Science-DC/
- http://www.meetup.com/stats-prog-dc/
- http://www.meetup.com/WomenDataScientistsDC/
- http://www.meetup.com/DC-NLP/
- http://www.meetup.com/bigdatadc/
- http://www.meetup.com/Data-Visualization-DC/
- http://www.meetup.com/Data-Wranglers-DC/
- http://www.meetup.com/Data-Innovation-DC/
- http://www.meetup.com/Data-Education-DC/
- http://www.meetup.com/DC-Hack-and-Tell/
- http://www.meetup.com/Washington-Viz-ards/
- http://www.meetup.com/PyDataDC/
Groups
More Links