DataSciencePython Download - DataSciencePython Source code download

DataSciencePython

Python

1.0.0

Download

Python Data Science Tutorials

This repo contains a curated list of Python tutorials for Data Science, NLP and Machine Learning.
Curated list of R tutorials for Data Science, NLP and Machine Learning.
Comprehensive topic-wise list of Machine Learning and Deep Learning tutorials, codes, articles and other resources.

The Python Language

Python 3 in one picture
Awesome Python
Jargon from the functional programming world in simple terms!
Dive Into Python
Learn Python Wiki on Reddit
Learn 90% of Python in 90 Minutes
Highest Voted Python Questions
Python Basic Concepts
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 in Python
- Python Scripting Tutorial
- Scripting with Python
- Can I use Python as a bash replacement?

Useful Online Courses

Learn Python (Codecademy)
Free Interactive Course: Intro to Python for Data Science (DataCamp)
Introduction to Computer Science and Programming Using Python (MIT)
Python for Everybody
Python Programming Essentials

Data Science with Python

Data Science IPython Notebooks
Awesome Python - Data Analysis
Statistics
- Statistics and Data Science
An Introduction to Scientific Python (and a Bit of the Maths Behind It) – NumPy
Data Analysis and IPython Notebooks
Python for Data Science: Basic Concepts
Pycon India 2015 Notes
5 important Python Data Science advancements of 2015
Data Exploration with Numpy cheat sheet
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
The Guide to Learning Python for Data Science
Python For Data Science - A Cheat Sheet For Beginners
Top voted Python data science questions
Awesome Python - Data Visualization
Awesome Python - Map Reduce

Pandas Library in Python

Intro to pandas data structures
Useful Pandas Cheatsheet
An Introduction to Scientific Python – Pandas
10 minutes to Pandas
Useful Pandas Snippets
Timeseries analysis using Pandas
Pandas Exercises - Practice your Pandas skills
Grouping in Pandas
“Large data” work flows using pandas
Easier data analysis with pandas (video series)
Pandas Basics Cheat Sheet
Quick Operations on a Pandas DataFrame
- Renaming Columns in Pandas (video)
- Deleting Columns from pandas DataFrame (video)
- Adding new Column to existing DataFrame
- Add one Row in a pandas.DataFrame
- Changing the order of DataFrame Columns
- Changing data type of Columns (video)
- Getting a list of the column headers from a DataFrame
- Converting list of dictionaries to Dataframe
- Getting row count of pandas DataFrame
- Most efficient way to loop through DataFrames
- Deleting DataFrame row based on column value
- Dropping a list of rows from Pandas DataFrame
- Sorting a DataFrame or a single column
- Filtering DataFrame rows by column value
- Filtering DataFrame rows using multiple criteria
- Dropping all non-numeric columns from a DataFrame
- Counting and removing missing values
- Selecting multiple rows and columns from a DataFrame
- Reducing the size of a DataFrame

Machine Learning with Python

AI, ML Related List
Data Normalization in Python
Python Machine Learning Book
Table of Contents and Code Notebooks
Machine Learning with scikit learn
Machine Learning Algorithms Cheatsheet
How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit learn?
One Hot Encoding for Machine learning in Python
Building a (semi) Autonomous Drone with Python
Awesome Python - Machine Learning
Computer Vision
- Awesome Python - Computer Vision

Scikit Learn

scikit learn on Wikipedia
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, Report results of sklearn benchmarks at openml.org
How to get most informative features for scikit-learn classifiers?
Code example to predict prices of Airbnb vacation rentals, using scikit-learn on Spark
Machine Learning with scikit learn tutorial
Parallel and Large Scale Machine Learning with scikit-learn, Meetup
Saving classifier to disk in scikit-learn

Linear Regression in Python

Linear Regression in Python, Blog Post
Linear Regression using Scikit Learn
A friendly introduction to linear regression (using Python)
Linear Regression Example in Python
Regression analysis using Python StatsModels package
Run an OLS regression with Pandas Data Frame

Logistic Regression in Python

Logistic Regression with scikit learn
Logistic Regression in Python
Implementing the softmax function in Python
What is the inverse of regularization strength in Logistic Regression? How should it affect my code?
The Yhat Blog: Logistic Regression in Python
Example of logistic regression in Python using scikit-learn
TUTORIAL ON LOGISTIC REGRESSION AND OPTIMIZATION IN PYTHON
Using Logistic Regression in Python for Data Science

k Nearest Neighbours in Python

A good tutorial on implementing K Nearest Neighbors using scikit learn
Is it possible to specify your own distance function using scikit-learn K-Means Clustering?
Tutorial To Implement k-Nearest Neighbors in Python From Scratch
Implementing your own k-nearest neighbour algorithm using Python
knn Python implementation on StackOverflow
kNN with big sparse matrices in Python
Sklearn kNN usage with a user defined metric

Neural Networks in Python

Implementing a Neural Network from scratch in Python, Code
A Neural Network in 11 lines of Python
Speeding up your Neural Network with Theano and the gpu, Code
What is the best neural network library for Python?
Recurrent Neural Net Tutorial in Python Part 1, Part 2, Code
PyBrain: modular Machine Learning Library for Python
Neural Networks Tutorial – a Pathway to Deep Learning

Decision Trees in Python

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?
Quora: What is a good Python library for decision trees?, StackOverflow
Building Decision Trees in Python
Pure Python Decision Trees
Building a decision tree from scratch in Python - a beginner's tutorial
Using Python to Build and Use a Simple Decision Tree Classifier
Decision trees in python with scikit-learn and pandas
Code for simple decision tree in Python
Lesson notebook: Regression and Classification Trees
Discover structure behind data with decision trees

Random Forest with Python

Getting Started with Random Forests: Titanic Competition on Kaggle, Python sample code
RandomForestClassifier vs ExtraTreesClassifier in scikit learn
Powerful Guide to learn Random Forest
How are Feature Importances in RandomForestClassifier determined?
Random forest interpretation with scikit-learn
Random Forests in Python Tutorial
Unbalanced classification using RandomForestClassifier in sklearn
Random Forest with categorical features in sklearn
How to output RandomForest Classifier from python?
Lesson notebook: Ensembling, Bagging, and Random Forests

Support Vector Machine in Python

Fastest SVM implementation usable in Python
An example using python bindings for SVM library, LIBSVM
What is the best SVM library usable from Python?
How does sklearn.svm.svc's function predict_proba() work internally?
Support vector machine in Python using libsvm example of features
Linear SVC Machine learning SVM example with Python
Understanding Support Vector Machine algorithm from examples (along with code)

NLP / Text Mining in Python

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

Sentiment Analysis with Python

A Comprehensive Guide to Sentiment Analysis
Twitter-Sentiment-Analysis
Basic Sentiment Analysis with Python
What is the best way to do Sentiment Analysis with Python?
How to Calculate Twitter Sentiment Using AlchemyAPI with Python
Second Try: Sentiment Analysis in Python
Sentiment Analysis with Python NLTK Text Classification
Codes and Explanation
- Sentiment Analysis with bag-of-words
- Sentiment Analysis with Naive Bayes

Pickle: convert a python object into a character stream

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

AutoML

TPOT: A Python tool for automating data science, GitHub repo

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