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Python tutorials in both Jupyter Notebook and youtube format.
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Finance
Geocoding
Kaggle
Machine_Learning_Scratch
PyQt
PySpark_Basics
Python_Basics
Python_Informatics
Request
Scrapy
Sklearn
Statistics
TensorFlow
Time_Series
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README.md

README.md

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
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License

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

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