#!/usr/bin/env python
# coding: utf-8
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#
#
# * **Classroom Overview**
# * [Introduction](#introduction)
# * [Who is this repository for?](#audience)
# * [How to use this repository?](#codealong)
#
# * **Basic of Python and NumPy**
# * Video - [Python Basics](https://www.youtube.com/embed/28-oixCfK9c)
# * Video - [Introduction to NumPy and Matplotlib](https://www.youtube.com/embed/cZGGtxUTNIg)
# * Lab - Basic of Python, NumPy and Matplotlib [[Python](./Basics_of_Python_and_NumPy/Python%20Basics.ipynb)]
#
# * **Linear Algebra**
# * Video - [What are Linear Equations?](https://www.youtube.com/watch?v=CWByMDHyTos)
# * Video - [What are Functions?](https://www.youtube.com/watch?v=P3LsdcjqS8s)
# * Video - [Introduction to Vectors](http://www.youtube.com/watch?v=CMJlwIobuF4)
# * Lab - Understanding Linear Algebra [[Python](./Equations_Functions_Vectors/Equations_Functions_Vectors.ipynb)]
#
# * **Introduction to Matrices**
# * Video - [Introduction to Matrices](https://www.youtube.com/watch?v=DQUIj5XoDao)
# * Video - [Solving Linear Equations with Matrices](https://www.youtube.com/watch?v=Vq1tSPVQcPs)
# * Video - [What are Eigenvalues and Eigenvectors?](https://www.youtube.com/watch?v=0Y1xztCb434)
# * Lab - Introduction to Matrices [[Python](./Introduction_to_Matrices/Introduction_to_Matrices.ipynb)]
#
# * **Basics of Calculus**
# * Video - [What is the rate of change?](https://www.youtube.com/watch?v=K2jQ0AGbYaA)
# * Video - [Introduction to differentiation](https://www.youtube.com/watch?v=a5WVw9vmGHU)
# * Video - [Introduction to Integration](https://www.youtube.com/watch?v=5pwZchmmgF0)
# * Lab - Basics of Calculus [[Python](./Basics_of_Calculus/Basics_of_Calculus.ipynb)]
#
# * **Statistics and Probability**
# * Video - [Introduction to Statistics](https://www.youtube.com/watch?v=1JYGdI58xuU)
# * Video - [Visualizing data](https://www.youtube.com/watch?v=1etMjhxH_e8)
# * Video - [Introduction to Probability Theory](https://www.youtube.com/watch?v=TLGYsch6YFA)
# * Lab - Statistics and Probability [[Python](./Statistics_and_Probability/Statistics_and_Probability.ipynb)]
#
# * **Implementation examples: Predicting Something**
# * Video - [Making Predictions](https://www.youtube.com/watch?v=OxMNNjp-mDw)
# * Lab - Predicting Housing Prices[[Python](./Implementation_Examples_Predicting_Something/Implementation_Examples_Predicting_Something.ipynb)]
#
#
# * **Additional Lessons**
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# > #### Note
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