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1 | | -<h1 align="center"> Python Tutorials</h1> |
2 | | - |
3 | | -Useful Python Tutorials. Feel free to submit a pull request. Also please subscribe to my <a href="https://www.youtube.com/c/MichaelGalarnyk?sub_confirmation=1"> youtube channel!</a> |
4 | | - |
5 | | -## Basics |
6 | | -What is it? | Blog Post/IPython Notebook | Youtube Video |
7 | | ---- | --- | --- |
8 | | -1: Hello World and Strings | [1: Hello World and Strings](https://medium.com/@GalarnykMichael/python-basics-1-hello-world-and-strings-de0d17857c93) | [1: Hello World and Strings](https://www.youtube.com/watch?v=JqGjkNzzU4s) |
9 | | -2: Simple Math | [2: Simple Math](https://medium.com/@GalarnykMichael/python-basics-2-simple-math-4ac7cc928738) | [2: Simple Math](https://www.youtube.com/watch?v=30ghRykclIU) |
10 | | -3: If Statements | [3: If Statements](https://medium.com/@GalarnykMichael/python-basics-3-if-statements-bcc29c09c710) | [3: If Statements](https://www.youtube.com/watch?v=317X-OQCs0Q) |
11 | | -4: Else Statements | [4: Else Statements](https://medium.com/@GalarnykMichael/python-basics-4-else-statements-7d8618e00afe) | [4: Else Statements](https://www.youtube.com/watch?v=e9ZMSHYwtDM) |
12 | | -5: Elif Statements | [5: Elif Statements](https://medium.com/@GalarnykMichael/python-basics-5-elif-statements-b8950dc71cf9) | [5: Elif Statements](https://www.youtube.com/watch?v=NxBBBPjusyA) |
13 | | -6: Lists and List Manipulation | [6: Lists and List Manipulation](https://medium.com/@GalarnykMichael/python-basics-6-lists-and-list-manipulation-a56be62b1f95) | [6: Lists and List Manipulation](https://www.youtube.com/watch?v=w9I8R3WSVqc) |
14 | | -7: For Loops | [7: For Loops](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsForLoops.ipynb) | [7: For Loops](https://www.youtube.com/watch?v=8fswDyk9UIY) |
15 | | -8: FizzBizz | [8: FizzBizz](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsFizzBuzz.ipynb) | [8: FizzBizz](https://www.youtube.com/watch?v=XR1QFrbPRnw) |
16 | | -9: Tuples + Fibonacci Sequence | [9: Tuples + Fibonacci Sequence](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsTuples.ipynb) | [9: Tuples + Fibonacci Sequence](https://www.youtube.com/watch?v=gUHeaQ0qZaw) |
17 | | -10: Dictionaries + Dictionary Manipulation | [10: Dictionaries + Dictionary Manipulation](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsDictionaries.ipynb) | [10: Dictionaries + Dictionary Manipulation](https://www.youtube.com/watch?v=LlIqrWJaBcQ) |
18 | | -11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists) | [11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsWordCount.ipynb) | [11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)](https://www.youtube.com/watch?v=l_dIleafLZ8) |
19 | | -12: While Loops and Prime Numbers | Coming Soon | [12: While Loops and Prime Numbers](https://youtu.be/apEjxRmIp0I) |
20 | | -Solving System of Equations | [Solving System of Equations](https://medium.com/@GalarnykMichael/solving-system-of-linear-equations-using-python-645ad1904cec#.z6lw1zyw6) | [Solving System of Equations](https://www.youtube.com/watch?v=AqIrdW2-K6k&) |
21 | | - |
22 | | -## Pandas |
23 | | -Domain | Blog Post/IPython Notebook | Youtube Video |
24 | | ---- | --- | --- |
25 | | -Heatmaps Part 1 | [Heatmaps Part 1](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Request/Heat%20Maps%20using%20Matplotlib%20and%20Seaborn.ipynb) | [Youtube Video](https://www.youtube.com/watch?v=m7uXFyPN2Sk) |
26 | | -Heatmaps Part 2 | [Heatmaps Part 2](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Request/Heat%20Maps%20using%20Matplotlib%20and%20Seaborn.ipynb) | [Youtube Video](https://www.youtube.com/watch?v=NHwXkvwSd7E) |
27 | | -Time Series Part 1 | [Time Series Data Basics with Pandas Part 1](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Time_Series/Part1_Time_Series_Data_BasicPlotting.ipynb "Time Series Data Basics with Pandas Part 1") | [Youtube Video](https://www.youtube.com/watch?v=OwnaUVt6VVE) |
28 | | -Time Series Part 2 | [Time Series Data Basics with Pandas Part 2](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Time_Series/Part2_Time_Series_Data_Price_Variation_ShiftingGroupBy.ipynb "Time Series Data Basics with Pandas Part 2") | [Youtube Video](https://www.youtube.com/watch?v=1S5UKLqe-gg) |
29 | | - |
30 | | -## Scrapy |
31 | | -What is it? | Blog Post | Youtube Video |
32 | | ---- | --- | --- |
33 | | -Scraping Fundrazr (GoFundMe/Kickstarter like Website) | [Step by Step Instructions](https://medium.com/@GalarnykMichael/using-scrapy-to-build-your-own-dataset-64ea2d7d4673) | [Scraping a Crowdfunding Website](https://www.youtube.com/watch?v=O_j3OTXw2_E) |
34 | | - |
35 | | -## Sklearn |
36 | | -What is it? | Blog Post/IPython Notebook | Youtube Video |
37 | | ---- | --- | --- |
38 | | -Linear Regression | [Linear Regression Python (sklearn, numpy, pandas)](https://medium.com/@GalarnykMichael/linear-regression-using-python-b29174c3797a#.vczf85s0s) | [Linear Regression](https://www.youtube.com/watch?v=dSYJVbj4Eew&t=2s) |
39 | | -Logistic Regression | [Digits](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Logistic_Regression/LogisticRegression_toy_digits.ipynb) / [MNIST](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Logistic_Regression/LogisticRegression_MNIST.ipynb) | [Logistic Regression using Python (Sklearn, NumPy, Handwriting Recognition, Matplotlib)](https://www.youtube.com/watch?v=71iXeuKFcQM) |
40 | | -Principal Component Analysis | [Data Visualization](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/PCA/PCA_Data_Visualization_Iris_Dataset_Blog.ipynb) / [Speed-up Machine Learning Algorithms](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/PCA/PCA_to_Speed-up_Machine_Learning_Algorithms.ipynb) | [PCA using Python](https://www.youtube.com/watch?v=kApPBm1YsqU) |
41 | | -Descision Trees and Random Forest | In Progress | In Progress |
42 | | - |
43 | | -## Spark (Python) |
44 | | -Tutorial | IPython Notebook | Youtube Video |
45 | | ---- | --- | --- |
46 | | -Word Count | [Word Count using PySpark](https://github.com/mGalarnyk/Python_Tutorials/blob/master/PySpark_Basics/PySpark_Part1_Word_Count_Removing_Punctuation_Pride_Prejudice.ipynb) | [Word Count using PySpark](https://www.youtube.com/watch?v=jg7Z8ctKpEs&t=1s) |
47 | | - |
48 | | -## Other Python Resources |
49 | | -What is it? | Repo | Youtube Video |
50 | | ---- | --- | --- |
51 | | -Course| [Python for Informatics](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Informatics/README.md "Python for Informatics") | None |
52 | | -Installations (Anaconda, Spark Etc) | [General Installations](https://github.com/mGalarnyk/Installations_Mac_Ubuntu_Windows "Python Installations") | See the link for more installations. |
| 1 | +<h1 align="center"> Kaggle Based Tutorials/Collaborations</h1> |
53 | 2 |
|
54 | 3 | ## Contributors |
55 | 4 | FirstName | LastName | Email |
56 | 5 | --- | --- | --- |
57 | | -Michael | Galarnyk | <[email protected]> |
58 | | -Submit | Pull Request | <[email protected]> |
| 6 | +Tyler | Bobik | <[email protected]> |
| 7 | +Michael | Galarnyk | <[email protected]> |
| 8 | +Submit | Pull Request | <[email protected]> |
59 | 9 |
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60 | 10 | ## License |
61 | 11 | Anyone may contribute to our project. Submit a pull request or raise an issue. |
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