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READMEhttps://github.com/westonstearns/DataSciencePython
Licensehttps://github.com/westonstearns/DataSciencePython
https://github.com/westonstearns/DataSciencePython#python-data-science-tutorials
Curated list of R tutorials for Data Science, NLP and Machine Learninghttps://github.com/ujjwalkarn/DataScienceR
Comprehensive topic-wise list of Machine Learning and Deep Learning tutorials, codes, articles and other resourceshttps://github.com/ujjwalkarn/Machine-Learning-Tutorials/blob/master/README.md
Dive Into Pythonhttp://www.diveintopython.net/index.html
Learn Python Wiki on Reddithttps://www.reddit.com/r/learnpython/wiki/index
Highest Voted Python Questionshttp://stackoverflow.com/questions/tagged/python?sort=votes&pageSize=50
Python Basic Conceptshttps://github.com/gumption/Python_for_Data_Science/blob/master/3_Python_Basic_Concepts.ipynb
Quick Reference to Pythonhttp://www.dataschool.io/python-quick-reference/
The Elements of Python Stylehttps://github.com/amontalenti/elements-of-python-style
What does the yield keyword do in Python?http://stackoverflow.com/questions/231767/what-does-the-yield-keyword-do-in-python
Parsing values from a JSON file in Pythonhttp://stackoverflow.com/questions/2835559/parsing-values-from-a-json-file-in-python
Python Quora FAQshttps://www.quora.com/topic/Python-programming-language-1
time-complexity of various operations - list/dict - in current CPythonhttps://wiki.python.org/moin/TimeComplexity
The Guide to Learning Python for Data Sciencehttp://www.datasciencecentral.com/profiles/blogs/the-guide-to-learning-python-for-data-science-2
Python Scripting Tutorialhttp://www.dreamsyssoft.com/python-scripting-tutorial/intro-tutorial.php
Scripting with Pythonhttps://www.schrodinger.com//AcrobatFile.php?type=supportdocs&type2=&ident=404
Can I use Python as a bash replacement?http://stackoverflow.com/questions/209470/can-i-use-python-as-a-bash-replacement
Python Machine Learning Bookhttps://github.com/rasbt/python-machine-learning-book
Table of Contents and Code Notebookshttps://github.com/rasbt/python-machine-learning-book/blob/master/README.md#table-of-contents-and-code-notebooks
Machine Learning with scikit learnhttp://www.dataschool.io/machine-learning-with-scikit-learn/
Machine Learning Algorithms Cheatsheethttp://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning-algorithms/
How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit learn?http://stackoverflow.com/questions/31421413/how-to-compute-precision-recall-accuracy-and-f1-score-for-the-multiclass-case
One Hot Encoding for Machine learning in Pythonhttp://stackoverflow.com/questions/17469835/one-hot-encoding-for-machine-learning
scikit learn on Wikipediahttps://en.wikipedia.org/wiki/Scikit-learn
Introduction to machine learning with scikit-learnhttps://github.com/justmarkham/scikit-learn-videos
Videos!http://blog.kaggle.com/author/kevin-markham/
A Gentle Introduction to Scikit-Learn: A Python Machine Learning Libraryhttp://machinelearningmastery.com/a-gentle-introduction-to-scikit-learn-a-python-machine-learning-library/
PyData Seattle 2015 Scikit-learn Tutorialhttps://github.com/jakevdp/sklearn_pydata2015
sklearn_scipy2013https://github.com/jakevdp/sklearn_scipy2013
SKLEARN BENCHMARKS: A centralized repository to report scikit-learn model performance across a variety of parameter settings and data sets.https://github.com/rhiever/sklearn-benchmarks
How to get most informative features for scikit-learn classifiers?http://stackoverflow.com/questions/11116697/how-to-get-most-informative-features-for-scikit-learn-classifiers
Code example to predict prices of Airbnb vacation rentals, using scikit-learn on Sparkhttps://github.com/mapr-demos/spark-sklearn-airbnb-predict
Machine Learning with scikit learn tutorialhttp://amueller.github.io/sklearn_tutorial/
Parallel and Large Scale Machine Learning with scikit-learnhttps://speakerdeck.com/ogrisel/parallel-and-large-scale-machine-learning-with-scikit-learn
Meetuphttp://datasciencelondon.org/machine-learning-python-scikit-learn-ipython-dsldn-data-science-london-kaggle/
Saving classifier to disk in scikit-learnhttp://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn
Linear Regression in Pythonhttp://nbviewer.ipython.org/github/justmarkham/DAT4/blob/master/notebooks/08_linear_regression.ipynb
Blog Posthttp://www.dataschool.io/linear-regression-in-python/
Linear Regression using Scikit Learnhttp://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html
A friendly introduction to linear regression (using Python)http://www.dataschool.io/linear-regression-in-python/
Linear Regression Example in Pythonhttp://scipy-cookbook.readthedocs.io/items/LinearRegression.html
Regression analysis using Python StatsModels packagehttp://www.turingfinance.com/regression-analysis-using-python-statsmodels-and-quandl/
Run an OLS regression with Pandas Data Framehttp://stackoverflow.com/questions/19991445/run-an-ols-regression-with-pandas-data-frame
Logistic Regression with scikit learnhttp://www.dataschool.io/logistic-regression-in-python-using-scikit-learn/
Implementing the softmax function in Pythonhttp://stackoverflow.com/questions/34968722/softmax-function-python
What is the inverse of regularization strength in Logistic Regression? How should it affect my code?http://stackoverflow.com/questions/22851316/what-is-the-inverse-of-regularization-strength-in-logistic-regression-how-shoul
The Yhat Blog: Logistic Regression in Pythonhttp://blog.yhat.com/posts/logistic-regression-and-python.html
Example of logistic regression in Python using scikit-learnhttp://www.dataschool.io/logistic-regression-in-python-using-scikit-learn/
TUTORIAL ON LOGISTIC REGRESSION AND OPTIMIZATION IN PYTHONhttps://learningwithdata.wordpress.com/2015/04/30/tutorial-on-logistic-regression-and-optimization-in-python/
Using Logistic Regression in Python for Data Sciencehttp://www.dummies.com/how-to/content/using-logistic-regression-in-python-for-data-scien.html
A good tutorial on implementing K Nearest Neighbors using scikit learnhttp://scikit-learn.org/stable/modules/neighbors.html
Is it possible to specify your own distance function using scikit-learn K-Means Clustering?http://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means
Tutorial To Implement k-Nearest Neighbors in Python From Scratchhttp://machinelearningmastery.com/tutorial-to-implement-k-nearest-neighbors-in-python-from-scratch/
Implementing your own k-nearest neighbour algorithm using Pythonhttps://blog.cambridgecoding.com/2016/01/16/machine-learning-under-the-hood-writing-your-own-k-nearest-neighbour-algorithm/
knn Python implementation on StackOverflowhttp://stackoverflow.com/questions/5565935/k-nearest-neighbour-in-python
kNN with big sparse matrices in Pythonhttp://stackoverflow.com/questions/20333092/knn-with-big-sparse-matrices-in-python
Sklearn kNN usage with a user defined metrichttp://stackoverflow.com/questions/21052509/sklearn-knn-usage-with-a-user-defined-metric
Implementing a Neural Network from scratch in Pythonhttp://www.wildml.com/2015/09/implementing-a-neural-network-from-scratch/
Codehttps://github.com/dennybritz/nn-from-scratch
A Neural Network in 11 lines of Pythonhttp://iamtrask.github.io/2015/07/12/basic-python-network/
Speeding up your Neural Network with Theano and the gpuhttp://www.wildml.com/2015/09/speeding-up-your-neural-network-with-theano-and-the-gpu/
Codehttps://github.com/dennybritz/nn-theano
What is the best neural network library for Python?https://www.quora.com/What-is-the-best-neural-network-library-for-Python
Recurrent Neural Net Tutorial in Python Part 1http://www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-1-introduction-to-rnns/
Part 2http://www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-2-implementing-a-language-model-rnn-with-python-numpy-and-theano/
Codehttps://github.com/dennybritz/rnn-tutorial-rnnlm/
PyBrain: modular Machine Learning Library for Pythonhttp://pybrain.org/
How to extract the decision rules from scikit-learn decision-tree?http://stackoverflow.com/questions/20224526/how-to-extract-the-decision-rules-from-scikit-learn-decision-tree
How do I find which attributes my tree splits on, when using scikit-learn?http://stackoverflow.com/questions/20156951/how-do-i-find-which-attributes-my-tree-splits-on-when-using-scikit-learn
Quora: What is a good Python library for decision trees?https://www.quora.com/What-is-a-good-Python-library-for-decision-trees
StackOverflowhttp://stackoverflow.com/questions/3127922/what-is-a-good-python-library-for-decision-trees
Building Decision Trees in Pythonhttp://www.onlamp.com/pub/a/python/2006/02/09/ai_decision_trees.html?page=1
Pure Python Decision Treeshttp://kldavenport.com/pure-python-decision-trees/
Building a decision tree from scratch in Python - a beginner's tutorialhttp://www.patricklamle.com/Tutorials/Decision%20tree%20python/tuto_decision%20tree.html
Using Python to Build and Use a Simple Decision Tree Classifierhttps://github.com/gumption/Python_for_Data_Science/blob/master/4_Python_Simple_Decision_Tree.ipynb
Decision trees in python with scikit-learn and pandashttp://chrisstrelioff.ws/sandbox/2015/06/08/decision_trees_in_python_with_scikit_learn_and_pandas.html
Code for simple decision tree in Pythonhttps://github.com/gumption/Python_for_Data_Science/blob/master/simple_decision_tree.py
Getting Started with Random Forests: Titanic Competition on Kagglehttps://www.kaggle.com/c/titanic/details/getting-started-with-random-forests
Python sample codehttps://www.kaggle.com/c/digit-recognizer/forums/t/2299/getting-started-python-sample-code-random-forest
RandomForestClassifier vs ExtraTreesClassifier in scikit learnhttp://stackoverflow.com/questions/22409855/randomforestclassifier-vs-extratreesclassifier-in-scikit-learn
Powerful Guide to learn Random Foresthttp://www.analyticsvidhya.com/blog/2015/09/random-forest-algorithm-multiple-challenges/
How are Feature Importances in RandomForestClassifier determined?http://stackoverflow.com/questions/15810339/how-are-feature-importances-in-randomforestclassifier-determined
Random forest interpretation with scikit-learnhttp://blog.datadive.net/random-forest-interpretation-with-scikit-learn/
Random Forests in Python Tutorialhttp://blog.yhat.com/posts/random-forests-in-python.html
Unbalanced classification using RandomForestClassifier in sklearnhttp://stackoverflow.com/questions/20082674/unbalanced-classification-using-randomforestclassifier-in-sklearn
Random Forest with categorical features in sklearnhttp://stackoverflow.com/questions/24715230/random-forest-with-categorical-features-in-sklearn
How to output RandomForest Classifier from python?http://stackoverflow.com/questions/23000693/how-to-output-randomforest-classifier-from-python
Fastest SVM implementation usable in Pythonhttp://stackoverflow.com/questions/9299346/fastest-svm-implementation-usable-in-python
An example using python bindings for SVM library, LIBSVMhttp://stackoverflow.com/questions/4214868/an-example-using-python-bindings-for-svm-library-libsvm
What is the best SVM library usable from Python?https://www.quora.com/What-is-the-best-SVM-library-usable-from-Python
How does sklearn.svm.svc's function predict_proba() work internally?http://stackoverflow.com/questions/15111408/how-does-sklearn-svm-svcs-function-predict-proba-work-internally
Support vector machine in Python using libsvm example of featureshttp://stackoverflow.com/questions/30991592/support-vector-machine-in-python-using-libsvm-example-of-features
Linear SVC Machine learning SVM example with Pythonhttps://pythonprogramming.net/linear-svc-example-scikit-learn-svm-python/
Understanding Support Vector Machine algorithm from examples (along with code)http://www.analyticsvidhya.com/blog/2015/10/understaing-support-vector-machine-example-code/
awesome-pythonhttps://github.com/vinta/awesome-python
Python for Data Science: Basic Conceptshttps://github.com/gumption/Python_for_Data_Science/blob/master/2_Data_Science_Basic_Concepts.ipynb
Pycon India 2015 Noteshttp://www.analyticsvidhya.com/blog/2015/10/notes-impressions-experience-excitement-pycon-india-2015/
5 important Python Data Science advancements of 2015https://medium.com/@elgehelge/the-5-most-important-python-data-science-advancements-of-2015-a136482da89b#.sp2c1la9z
Data Exploration with Numpy cheat sheethttp://www.analyticsvidhya.com/blog/2015/07/11-steps-perform-data-analysis-pandas-python
Querying Craiglist with Pythonhttp://chrisholdgraf.com/querying-craigslist-with-python/?imm_mid=0d8940&cmp=em-data-na-na-newsltr_20150916
An introduction to Numpy and Scipyhttp://www.engr.ucsb.edu/~shell/che210d/numpy.pdf
Create NBA Shot Chartshttp://savvastjortjoglou.com/nba-shot-sharts.html
PythoR- Python meets Rhttp://nipunbatra.github.io/2016/01/pythor/
How do I learn data analysis with Python?https://www.quora.com/How-do-I-learn-data-analysis-with-Python?redirected_qid=2464720
What are some interesting things to do with Python?https://www.quora.com/Python-programming-language-What-are-some-interesting-things-to-do-with-Python?redirected_qid=2324227
Which is better for data analysis: R or Python?https://www.quora.com/Which-is-better-for-data-analysis-R-or-Python
Web scraping in Pythonhttps://github.com/ujjwalkarn/Web-Scraping
Intro to pandas data structureshttp://www.gregreda.com/2013/10/26/intro-to-pandas-data-structures/
10 minutes to Pandashttp://pandas.pydata.org/pandas-docs/stable/10min.html
Timeseries analysis using Pandashttp://nbviewer.jupyter.org/github/twiecki/financial-analysis-python-tutorial/blob/master/1.%20Pandas%20Basics.ipynb
“Large data” work flows using pandashttp://stackoverflow.com/questions/14262433/large-data-work-flows-using-pandas
Renaming Columns in Pandashttp://stackoverflow.com/questions/11346283/renaming-columns-in-pandas
Deleting Columns from pandas DataFramehttp://stackoverflow.com/questions/13411544/delete-column-from-pandas-dataframe
Adding new Column to existing DataFramehttp://stackoverflow.com/questions/12555323/adding-new-column-to-existing-dataframe-in-python-pandas
Add one Row in a pandas.DataFramehttp://stackoverflow.com/questions/10715965/add-one-row-in-a-pandas-dataframe
Changing the order of DataFrame Columnshttp://stackoverflow.com/questions/13148429/how-to-change-the-order-of-dataframe-columns
Changing data type of Columnshttp://stackoverflow.com/questions/15891038/pandas-change-data-type-of-columns
Getting a list of the column headers from a DataFramehttp://stackoverflow.com/questions/19482970/get-list-from-pandas-dataframe-column-headers
Converting list of dictionaries to Dataframehttp://stackoverflow.com/questions/20638006/convert-list-of-dictionaries-to-dataframe
Getting row count of pandas DataFramehttp://stackoverflow.com/questions/15943769/how-to-get-row-count-of-pandas-dataframe
Most efficient way to loop through DataFrameshttp://stackoverflow.com/questions/7837722/what-is-the-most-efficient-way-to-loop-through-dataframes-with-pandas
Deleting DataFrame row based on column valuehttp://stackoverflow.com/questions/18172851/deleting-dataframe-row-in-pandas-based-on-column-value
Dropping a list of rows from Pandas DataFramehttp://stackoverflow.com/questions/14661701/how-to-drop-a-list-of-rows-from-pandas-dataframe
NLP with Python ORiley Bookhttp://www.nltk.org/book_1ed/
Python 3http://www.nltk.org/book/
Text Analytics : Intro and Tokenizationhttp://a4analytics.blogspot.sg/2015/03/text-mining-post-1.html
NLTK BOOKhttp://www.nltk.org/book/ch01.html
Elegant N-gram Generation in Pythonhttp://locallyoptimal.com/blog/2013/01/20/elegant-n-gram-generation-in-python/
Computing N Grams using Pythonhttp://stackoverflow.com/questions/13423919/computing-n-grams-using-python
N-grams: Explanation + 2 applicationshttp://stackoverflow.com/questions/1032288/n-grams-explanation-2-applications
NLP Tutorial with Pythonhttp://www.datasciencecentral.com/profiles/blogs/python-nlp-tools
Twitter-Sentiment-Analysishttps://github.com/ujjwalkarn/Twitter-Sentiment-Analysis
Basic Sentiment Analysis with Pythonhttp://fjavieralba.com/basic-sentiment-analysis-with-python.html
What is the best way to do Sentiment Analysis with Python?https://www.quora.com/What-is-the-best-way-to-do-Sentiment-Analysis-with-Python-1
How to Calculate Twitter Sentiment Using AlchemyAPI with Pythonhttp://www.alchemyapi.com/developers/getting-started-guide/twitter-sentiment-analysis
Second Try: Sentiment Analysis in Pythonhttp://andybromberg.com/sentiment-analysis-python/
Sentiment Analysis with Python NLTK Text Classificationhttp://text-processing.com/demo/sentiment/
Python serialization - Why pickle?http://stackoverflow.com/questions/8968884/python-serialization-why-pickle
Serializing Python Objectshttp://www.diveinto.org/python3/serializing.html
Binary Fileshttp://www.diveinto.org/python3/files.html#binary
What is Pickle in python ?https://pythontips.com/2013/08/02/what-is-pickle-in-python/
How to cPickle dump and load separate dictionaries to the same file?http://stackoverflow.com/questions/11641493/how-to-cpickle-dump-and-load-separate-dictionaries-to-the-same-file
Understanding Pickling in Pythonhttp://stackoverflow.com/questions/7501947/understanding-pickling-in-python
RegExrhttp://regexr.com/
Regex101https://regex101.com/
Pythexhttp://pythex.org/
How to use Regular Expressions (Regex) in Microsoft Excel both in-cell and loopshttp://stackoverflow.com/questions/22542834/how-to-use-regular-expressions-regex-in-microsoft-excel-both-in-cell-and-loops
Advanced Filters: Excel’s Amazing Alternative To Regexhttp://searchengineland.com/advanced-filters-excels-amazing-alternative-to-regex-143680
Calling an external command in Pythonhttp://stackoverflow.com/questions/89228/calling-an-external-command-in-python
Running shell command from Python and capturing the outputhttp://stackoverflow.com/questions/4760215/running-shell-command-from-python-and-capturing-the-output
Can I use Python as a bash replacement?http://stackoverflow.com/questions/209470/can-i-use-python-as-a-bash-replacement
Python Scripts as a Replacement for Bash Utility Scriptshttp://www.linuxjournal.com/content/python-scripts-replacement-bash-utility-scripts
How to Write a Shell Script using Bash Shell in Ubuntuhttps://www.youtube.com/watch?v=He-5BpUGSag
Embed bash in pythonhttp://stackoverflow.com/questions/2651874/embed-bash-in-python
Bash2py: A Bash to Python Translatorhttps://cs.uwaterloo.ca/~ijdavis/bash2py-final.pdf
Beginners/BashScriptinghttps://help.ubuntu.com/community/Beginners/BashScripting
The Beginner’s Guide to Shell Scripting: The Basicshttp://www.howtogeek.com/67469/the-beginners-guide-to-shell-scripting-the-basics/
Linux Shell Scripting Tutorial v1.05r3 A Beginner's handbookhttp://www.freeos.com/guides/lsst/
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