DataSciencePython
common data analysis and machine learning tasks using python
Install / Use
/learn @ujjwalkarn/DataSciencePythonREADME
Python Data Science Tutorials
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This repo contains a curated list of Python tutorials for Data Science, NLP and Machine Learning.
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Curated list of R tutorials for Data Science, NLP and Machine Learning.
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
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
- 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](https://github.com/rasbt/python-
