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 inve