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programming-notes

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for Python, data science, and C++

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# Programming Notes

I've posted these notes for a variety of reasons: document my learning, helping friends,experimenting with alternate ways of explaining a topic. But mostly because writing a tutorial forces me to structure my thinking and reenforces the key points of a topic in my own mind. Plus you or I can use these snippets for quick reference when building other projects.
 
## Contents

### [Python](python)

[Generally useful snippets](python/useful_snippets.ipynb)

1. [The Basics](python/python_basics.ipynb)
2. [Assertions](python/assert.ipynb)
3. [Function Argument Unpacking](python/function_argument_unpacking.ipynb)
4. [Args & Kwargs](python/args_kwargs.ipynb)
5. [Generators](python/generators.ipynb) 
6. [Unit Testing](unitest/unittest.ipynb)
7. [Classes](python/classes.ipynb)
8. [Object Orientied Basics](python/.ipynb)
9. [Class Methods & Static Methods](python/classmethods_staticmethods.ipynb)
10. [Inheritance](python/inheritance.ipynb)
11. [Special Methods, Magic, Dunder](python/special_methods_magic_dunder.ipynb)
12. [Cython](/cython/Cython.ipynb)
13. [A-Z of Python Dictionaries](python/A-Z_python_dict.ipynb)

### [Web Dev](web)
1. [APIs](web/APIs)
2. [Flask Intro](web/flask)
3. [Flask Templates](web/flask/using_templates/using_templates.py)

### [Deep Learning](deep_learning/)

1. [Best Practices Notes](deep_learning/DeepLearningGeneral.ipynb)
2. [RNN/LSTMs](deep_learning/RNN.ipynb)
3. [CNN Transfer Learning](deep_learning/TransferLearning.ipynb)
4. [Functional API](deep_learning/FunctionalAPI.ipynb)
5. [Code Snippets](deep_learning/CodeSnippets.ipynb)

### [Data Science](data_science/)

Once upon a time I was an assitant teacher at General Assembly, SF. These tutorials were geared towards common questions that students asked which were not covered in lecture.

1. [p-value vs. t-value](data_science/tutorials/pVal_versus_tVal.ipynb)
2. [QQ plots](data_science/tutorials/QQ_plot.ipynb)
3. [Regularization](data_science/tutorials/Regularization.ipynb)
4. [Time Series, Autocorrelation](data_science/tutorials/time_series_autocorrelation.ipynb)
5. [Regression Problem Set](data_science/problem_sets/regression_problems.ipynb)
6. [Permutation Feature Importance](data_science/tutorials/permutation_feature_importance.ipynb)

### [Computer Vision & Robotics](/robotics)

Mostly from my learnings with Udacty courses, Nanodegrees, and some graduate courses at Twente.

1. [Extended Kalman Filters](robotics/Kalman-Filters.ipynb)
2. [Stereo Vision](robotics/StereoVision.ipynb)

### [C++](cpp_snippets/)

Useful references for C++. Additionally, check out [TheCherno](https://www.youtube.com/user/TheChernoProject/playlists) for more great tutorials on C++ and OpenGL.

1. [How C++ Woks](cpp_snippets/HowCppWorks.ipynb)
2. [Variables](cpp_snippets/Variables.ipynb)
3. [Functions](cpp_snippets/Functions.ipynb)
4. [Pointers](cpp_snippets/Pointers.ipynb)
5. [Passing By Reference](cpp_snippets/PassingByReference.ipynb)
6. [Enums](cpp_snippets/Enums.ipynb)
8. [Constructors and Destructors](cpp_snippets/Constructors_Destructors.ipynb)
9. [Inheritance](cpp_snippets/Inheritance.ipynb)
10. [Virtual Functions](cpp_snippets/VirtualFunctions.ipynb.ipynb)
11. [Pure Virtual Functions](cpp_snippets/Interfaces_PureVirtualFunctions.ipynb)
12. [Visibility](cpp_snippets/Visibility.ipynb)
14. [Arrays](cpp_snippets/Arrays.ipynb)
15. [Strings](cpp_snippets/Strings.ipynb)
16. [Const](cpp_snippets/Const.ipynb)
17. [Member Initializer List](cpp_snippets/MemberInitializerLists.ipynb)
18. [Ternary Operator](cpp_snippets/TernaryOperator.ipynb)
19. [Operator Overloading](cpp_snippets/OperatorOverloading.ipynb)
20. [Stack and Heap](cpp_snippets/StackHeap.ipynb)
21. [Multiple Return Types](cpp_snippets/MultipleReturnTypes.ipynb)
22. [Templates](cpp_snippets/Templates.ipynb)
23. [Vector](cpp_snippets/Vector.ipynb)
24. [Arrow Operator](cpp_snippets/Arrow.ipynb)
25. [This Keyword](cpp_snippets/This.ipynb)
26. [Preprocessor Macros](cpp_snippets/Macros.ipynb)
27. [Auto](cpp_snippets/Auto.ipynb)
27. [Static Arrays](cpp_snippets/StaticArrays.ipynb)
28. [Multithreading](cpp_snippets/Multithreading.ipynb)

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