azaharalam / 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 (PunctuationFilter out , 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	None	12: While Loops and Prime Numbers
13: Python Sets and Set Theory	Python Sets and Set Theory	Python Sets and Set Theory
Solving System of Equations	Solving System of Equations	Solving System of Equations
Prime Numbers	Prime Numbers	coming soon

Finance

What is it?	Blog Post/IPython Notebook	Youtube Video
Understanding Car Loans with Python	Understanding Car Loans with Python	Coming Soon

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)
k-Nearest Neighbors	January 2019	January 2019
Principal Component Analysis	Data Visualization / Speed-up Machine Learning Algorithms	PCA using Python
Decision Trees	November 2018	November 2018
Random Forest	January 2019	January 2019

Spark (Python)

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

Statistics

What is it?	Blog Post/Jupyter Notebook	Youtube Video
68-95-99.7 rule for a Normal Distribution	Blog Post/Jupyter Notebook	Coming Soon
Understanding Boxplots	Blog Post	Coming Soon
Confidence Intervals	Coming Soon	Coming Soon

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
Michael	Galarnyk
Submit	Pull Request

License

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