#!/usr/bin/env python # coding: utf-8 #

# Mathematics for Digital Technologies #

# * **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** # # # > #### Note # In[ ]: