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2014

Official content for the Fall 2014 Harvard CS109 Data Science course

awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

bios8366

Advanced Statistical Computing at Vanderbilt University's Department of Biostatistics

courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

data-science-45min-intros

Ipython notebook presentations for getting starting with basic programming, statistics and machine learning techniques

data-science-ipython-notebooks

Continually updated data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. https://bit.ly/data-notes

data-wrangling

data-wrangling-pycon

Repository for Introduction to Data Analysis at EuroPython 2015

getting-and-cleaning-data-course-project

Getting and Cleaning Data Course Project

go

The Open Source Data Science Masters

hands-on-analysis-python

PyCon 2015

learndatascience

Open Content for self-directed learning in data science

machine-learning-tutorials

machine learning and deep learning tutorials, articles and other resources

machinelearning

Exercises for the Stanford/Coursera Machine Learning Class

notes-machine-learning

My Notes on Machine Learning

notes-python

中文 Python 笔记

pycon-pandas-tutorial

PyCon 2015 Pandas tutorial materials

pyconuk-introtutorial

practical introduction to pandas and scikit-learn via Kaggle problems

python-pandas-master_mc

A summry about Python-Pandas

python-project-6---useful-pandas-techniques-in-python-for-data-manipulation

python-project-eight---time-series

python-project-five---date-in-python

python-project-four---data-wrangling

python-project-one---titanic

python-project-seven---national-data-on-names

python-project-three---election-data

python-project-two---stock-market-analysis

python-seminar

Python Seminar Course at UC Berkeley (AY 250)

python-web-scraping-tutorial

A Python-based web and data scraping tutorial

r4ds

R for data science