Python and Machine Learning Tutorials

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

Apis

What is it?	Blog Post/Jupyter Notebook	Youtube Video
Fitbit API Tutorial	Blog Post	None
Twitter API Tutorial	Blog Post	None

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
Anagrams	Using Python to Detect Anagrams	None
Prime Numbers	Prime Numbers	None
Solving System of Equations	Solving System of Equations	Solving System of Equations

Finance

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

Gradient Boosting

What is it?	Blog Post/Jupyter Notebook	Youtube Video
How to Speed Up XGBoost Model Training	Speed Up XGBoost Model Training	None

Natural Language Processing

What is it?	Blog Post/Jupyter Notebook	Youtube Video
TBD	TBD	TBD

Pandas

Domain	Blog Post/IPython Notebook	Youtube Video
Boxplots using Matplotlib, Pandas, and Seaborn Libraries	Understanding Boxplots	Youtube Video
Data Manipulation with Pandas	Data Manipulation with Pandas	Youtube Video
Heatmaps Part 1	Heatmaps Part 1	Youtube Video
Heatmaps Part 2	Heatmaps Part 2	Youtube Video
How to Speed Up Pandas with Modin	How to Speed Up Pandas with Modin	None
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

Parallel and Distributed Python

What is it?	Blog Post/Jupyter Notebook	Youtube Video
Common options for Parallelizing Python Code	Blog Post	None
Writing your First Distributed Python Application with Ray	Blog Post	None

PyTorch

What is it?	Blog Post/Jupyter Notebook	Youtube Video
Getting Started with Distributed Machine Learning with PyTorch and Ray	Blog Post	None
Getting Started With Ray Lightning: Easy Multi-Node PyTorch Lightning Training	Blog Post	None

Reinforcement Learning

What is it?	Blog Post/Jupyter Notebook	Youtube Video
An Introduction to Reinforcement Learning with OpenAI Gym, RLlib, and Google Colab	Blog Post	None

Scrapy

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

Sklearn (Scikit-Learn)

What is it?	Blog Post/IPython Notebook	Youtube Video
Decision Trees (Classification)	Decision Trees (Classification)	Understanding Decision Trees using Python (scikit-learn)
K-Means Clustering	Notebook	Video
Hierarchical clustering	Notebook	Video
How to Speed up Scikit-Learn Model Training	Blog	Video
Introduction to Scikit-Learn	GitHub Repository	Introduction to Scikit-Learn
k-Nearest Neighbors	Notebook	Video
Linear Regression	Linear Regression Python (sklearn, numpy, pandas)	Linear Regression
Logistic Regression	Digits / MNIST / Titanic	Digits and MNIST Dataset / Titanic
Principal Component Analysis	PCA Using Python: A Tutorial	PCA using Python
Random Forest	Notebook	Video
Train Test Split (Scikit-Learn + Python)	Understanding Train Test Split (Scikit-Learn + Python) / Train Test Split using Python (Scikit-Learn)	Train Test Split using Python (Scikit-Learn)
Visualizing Decision Trees with Python (Scikit-learn, Graphviz, Matplotlib)	Visualizing Decision Trees	None

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	None
Confidence Intervals	Coming Soon	Coming Soon
Understanding Boxplots	Blog Post	None
Understanding Sampling With and Without Replacement (Python)	Blog Post/Jupyter Notebook	None

Synthetic Data

What is it?	Blog Post/Jupyter Notebook	Youtube Video
Introduction to Synthetic Data	TBA	TBD

Visualization

What is it?	Blog Post/Jupyter Notebook	Youtube Video
Data Visualization with Matplotlib and Seaborn	Data Visualization with Matplotlib and Seaborn	Youtube Video

Other Python Resources

What is it?	Repo/Website	Youtube Video
Course	Python for Data Visualization LinkedIn Learning	Free Preview Video
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.