/Python_Tutorials

Python tutorials in both Jupyter Notebook and youtube format.

Primary LanguageJupyter Notebook

Python Tutorials

Useful Python 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

Pandas

Domain Blog Post/IPython Notebook Youtube Video
Boxplots using Matplotlib, Pandas, and Seaborn Libraries Understanding Boxplots 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 Soon Soon
Principal Component Analysis Data Visualization / Speed-up Machine Learning Algorithms PCA using Python
Decision Trees (Classification) Decision Trees (Classification) Soon
Random Forest Soon Soon
Visualizing Decision Trees with Python (Scikit-learn, Graphviz, Matplotlib) Visualizing Decision Trees Maybe Soon

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/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.
Course Python for Informatics None

Contributors

FirstName LastName
Michael Galarnyk
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License

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