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REU Tutorial on Python

Python REU Tutorial

Getting Started

Using These Notes
Schedule for the Summer

Python Basics

Introduction to Python
Python Functions and Classes

Arrays

Introduction to NumPy

Scientific Python

Introduction to Matplotlib
- matplotlib
- matplotlib exercises
Introduction to SciPy
Introduction to SymPy
- SymPy Examples
- SymPy Exercises

Machine Learning

Artificial Neural Network Basics
- Gradient Descent
- Deriving the Learning Correction
Hidden Layers
- Improvements
Diving Deeper into Machine Learning
- KERAS and MNIST
- Clustering

Extensions

Extensions
Example Extension

Repository
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By Michael Zingale

© 2023-2024; CC-BY-NC-SA 4.0