This repo contains several Python tutorials for data analysis tasks.
##Language
- HIGHEST VOTED
- Quick Reference to Python
- 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
##Data Science with Python
- awesome-python
- Pycon India 2015 Notes
- Data Exploration with Numpy cheat sheet
- NLP
- Querying Craiglist with Python
- 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
##scikit-learn
- Introduction to machine learning with scikit-learn, Videos!
- 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
##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
##Machine Learning
##Linear Regression
##Logistic Regression
##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
##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