~Get Your Files Here !

  01 - Introduction Interpolation & Machine learning

   001 Overview of the course_en.vtt

   002 1-Addition-template.ipynb

   002 3-Number-recognition-template.ipynb

   002 Digit-network.png

   002 Template files for this course.html

   003 Interpolation (or regression) - The fundamental principle of machine learning.mp4

  02 - Your first neural network Sum of two numbers

   002 From interpolation to neural networks.mp4

   003 What are neural networks.mp4

   004 1-Addition-template.ipynb

   004 [Project 1] Most simple neural network Sum of two numbers.mp4

   005 1-Addition-template.ipynb

   005 Prepare the training and testing data.mp4

   006 Initialize the weights & Calculate the output.mp4

   007 Accuracy & Error functions.mp4

   008 Gradient of the error function.mp4

   009 Training the neural network via gradient descent.mp4

   010 Using the trained network on the test data.mp4

  03 - Modifying the problem Sign of the sum of two numbers

   001 Sign-network.png

   001 [Project 2] Complete neural network Sign of the sum of two numbers_en.vtt

   002 Modify input, output & weights.mp4

   002 Sign-network.png

   003 Add an activation function to the neural network_en.vtt

   004 Modify accuracy and error functions_en.vtt

   005 Modify gradient of the error function_en.vtt

   006 Training & Testing the modified neural network_en.vtt

  04 - Same code, different problem Image recognition

   001 Digit-network.png

   001 [Project 3] Same neural network Applied to recognize hand-written digits_en.vtt

   002 Apply our neural network to the new problem Number recognition.mp4

   002 Digit-network.png

   003 Improve the gradient function_en.vtt

   004 Analysis of the trained neural network_en.vtt

  05 - Outlook & Goodbye

   001 How to improve the network_en.vtt

   002 Outlook Pretrained neural networks & Machine learning in Wolfram Mathematica_en.vtt

   003 Goodbye!_en.vtt

  06 - [Resources]

   001 [Installation] Python and Jupyter Notebook via Anaconda_en.vtt

   002 1-Addition-template.ipynb

   002 3-Number-recognition-template.ipynb

   002 Digit-network.png

   002 Template files.html

   003 1-Addition-template.ipynb

   003 3-Number-recognition.ipynb

   003 Digit-network.png

   003 Sign-network.png