• This repo contains a curated list of Python tutorials for Data Science, NLP and Machine Learning.

• For a similar list of R tutorials for Data Science, NLP and Machine Learning, see this list.

• For a comprehensive topic-wise list of machine learning and deep learning tutorials, codes, articles and other resources, see this list.

##Language

• Dive Into Python
• HIGHEST VOTED
• Quick Reference to Python
• The Elements of Python Style
• What does the yield keyword do in Python?
• Parsing values from a JSON file in Python
• Python Quora FAQs
• time-complexity of various operations - list/dict - in current CPython
• Scripting
  • Python Scripting Tutorial
  • Scripting with Python
  • Can I use Python as a bash replacement?

##Machine Learning with Python

• Python Machine Learning Book
• Table of Contents and Code Notebooks
• Machine Learning with scikit learn
• Cheatsheet

##scikit-learn

• Wiki
• Introduction to machine learning with scikit-learn, Videos!
• A Gentle Introduction to Scikit-Learn: A Python Machine Learning Library
• PyData Seattle 2015 Scikit-learn Tutorial, sklearn_scipy2013
• SKLEARN BENCHMARKS: A centralized repository to report scikit-learn model performance across a variety of parameter settings and data sets.
• Code example to predict prices of Airbnb vacation rentals, using scikit-learn on Spark
• ML with scikit learn
• Parallel and Large Scale Machine Learning with scikit-learn, Meetup

##Linear Regression

• Linear Regression in Python, Blog Post

##Logistic Regression

• Logistic Regression with scikit learn

##Neural Networks

• Implementing a Neural Network from scratch, Code
• Speeding up your Neural Network with Theano and the gpu, Code
• Recurrent Neural Net Tutorial Part 1, [Part 2] (http://www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-2-implementing-a-language-model-rnn-with-python-numpy-and-theano/), Code

##Data Science with Python

• awesome-python
• Pycon India 2015 Notes
• 5 important Python Data Science advancements of 2015
• Data Exploration with Numpy cheat sheet
• NLP
• Querying Craiglist with Python
• An introduction to Numpy and Scipy
• Create NBA Shot Charts
• PythoR- Python meets R
• How do I learn data analysis with Python?
• What are some interesting things to do with Python?
• Which is better for data analysis: R or Python?
• Web scraping in Python

##Pandas

• Intro to pandas data structures
• Timeseries analysis using Pandas

##Text Mining

• NLP with Python ORiley Book, Python 3
• Text Analytics : Intro and Tokenization
• NLTK BOOK
• Elegant N-gram Generation in Python
• Computing N Grams using Python
• N-grams: Explanation + 2 applications

##Sentiment Analysis

• Twitter-Sentiment-Analysis

##Pickle

• Python serialization - Why pickle?
• Serializing Python Objects, Binary Files
• What is Pickle in python ?
• How to cPickle dump and load separate dictionaries to the same file?
• Understanding Pickling in Python

##Regex Related

• RegExr
• Regex101
• Pythex
• How to use Regular Expressions (Regex) in Microsoft Excel both in-cell and loops
• Advanced Filters: Excel’s Amazing Alternative To Regex

##Shell Scripting

• Calling an external command in Python
• Running shell command from Python and capturing the output
• Can I use Python as a bash replacement?
• Python Scripts as a Replacement for Bash Utility Scripts
• How to Write a Shell Script using Bash Shell in Ubuntu
• Red Hat Magazine | Python for Bash scripters: A well-kept secret
• Embed bash in python
• Bash2py: A Bash to Python Translator
• Beginners/BashScripting
• The Beginner’s Guide to Shell Scripting: The Basics
• Linux Shell Scripting Tutorial v1.05r3 A Beginner's handbook