Python Tutorials
Useful Python Tutorials. Feel free to submit a pull request. Also please subscribe to my youtube channel!
Basics
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 | August 2018 | August 2018 |
Principal Component Analysis | Data Visualization / Speed-up Machine Learning Algorithms | PCA using Python |
Decision Trees and Random Forest | August 2018 | August 2018 |
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 |
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 | mgalarny@gmail.com |
Submit | Pull Request | youremailhere@gmail.com |
License
Anyone may contribute to our project. Submit a pull request or raise an issue.