tmaccai/python_tutorials

Python tutorials in both Jupyter Notebook and youtube format.

Python Tutorials

Useful Python Tutorials. Feel free to submit a pull request. Also please subscribe to my youtube channel!

Basics

What is it?	Blog Post/IPython Notebook	Youtube Video
1: Hello World and Strings	1: Hello World and Strings	1: Hello World and Strings
2: Simple Math	2: Simple Math	2: Simple Math
3: If Statements	3: If Statements	3: If Statements
4: Else Statements	4: Else Statements	4: Else Statements
5: Elif Statements	5: Elif Statements	5: Elif Statements
6: Lists and List Manipulation	6: Lists and List Manipulation	6: Lists and List Manipulation
7: For Loops	7: For Loops	7: For Loops
8: FizzBizz	8: FizzBizz	8: FizzBizz
9: Tuples + Fibonacci Sequence	9: Tuples + Fibonacci Sequence	9: Tuples + Fibonacci Sequence
10: Dictionaries + Dictionary Manipulation	10: Dictionaries + Dictionary Manipulation	10: Dictionaries + Dictionary Manipulation
11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)	11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)	11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)
12: While Loops and Prime Numbers	Coming Soon	12: While Loops and Prime Numbers
Solving System of Equations	Solving System of Equations	Solving System of Equations

Pandas

Domain	Blog Post/IPython Notebook	Youtube Video
Heatmaps Part 1	Heatmaps Part 1	Youtube Video
Heatmaps Part 2	Heatmaps Part 2	Youtube Video
Time Series Part 1	Time Series Data Basics with Pandas Part 1	Youtube Video
Time Series Part 2	Time Series Data Basics with Pandas Part 2	Youtube Video

Scrapy

What is it?	Blog Post	Youtube Video
Scraping Fundrazr (GoFundMe/Kickstarter like Website)	Step by Step Instructions	Scraping a Crowdfunding Website

Sklearn

What is it?	Blog Post/IPython Notebook	Youtube Video
Linear Regression	Linear Regression Python (sklearn, numpy, pandas)	Linear Regression
Logistic Regression	Digits / MNIST	Logistic Regression using Python (Sklearn, NumPy, Handwriting Recognition, Matplotlib)
Principal Component Analysis	Data Visualization / Speed-up Machine Learning Algorithms	Coming soon
Descision Trees and Random Forest	In Progress	In Progress

Spark (Python)

Tutorial	IPython Notebook	Youtube Video
Word Count	Word Count using PySpark	Word Count using PySpark

Other Python Resources

What is it?	Repo	Youtube Video
Course	Python for Informatics	None
Installations (Anaconda, Spark Etc)	General Installations	See the link for more installations.

Contributors

FirstName	LastName	Email
Michael	Galarnyk	[email protected]
Submit	Pull Request	[email protected]

License

Anyone may contribute to our project. Submit a pull request or raise an issue.