~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/001 Overview of the course.mp4
45.9 MB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/001 Overview of the course_en.vtt
3.4 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 0-Interpolation-template.ipynb
12 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 1-Addition-template.ipynb
10.9 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 2-Sign-template.ipynb
15.8 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 3-Number-recognition-template.ipynb
73.3 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Addition-network.png
92.5 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Digit-network.png
305.4 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Sign-network.png
246.8 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Template files for this course.html
713 B
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/003 0-Interpolation-template.ipynb
12 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/003 Interpolation (or regression) - The fundamental principle of machine learning.mp4
189.6 MB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/003 Interpolation (or regression) - The fundamental principle of machine learning_en.vtt
31.2 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/001 Let's get started!.html
280 B
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/002 From interpolation to neural networks.mp4
46.9 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/002 From interpolation to neural networks_en.vtt
5 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/003 What are neural networks.mp4
82.6 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/003 What are neural networks_en.vtt
8.7 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/004 1-Addition-template.ipynb
10.9 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/004 Addition-network.png
92.5 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/004 [Project 1] Most simple neural network Sum of two numbers.mp4
29.2 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/004 [Project 1] Most simple neural network Sum of two numbers_en.vtt
3.5 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 1-Addition-template.ipynb
10.9 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 Addition-network.png
92.5 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 Prepare the training and testing data.mp4
41 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 Prepare the training and testing data_en.vtt
7.8 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/006 Initialize the weights & Calculate the output.mp4
42.7 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/006 Initialize the weights & Calculate the output_en.vtt
9 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/007 Accuracy & Error functions.mp4
63.7 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/007 Accuracy & Error functions_en.vtt
12.4 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/008 Gradient of the error function.mp4
39.2 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/008 Gradient of the error function_en.vtt
7.8 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/009 Training the neural network via gradient descent.mp4
58.5 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/009 Training the neural network via gradient descent_en.vtt
11.8 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/010 Using the trained network on the test data.mp4
47.9 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/010 Using the trained network on the test data_en.vtt
7.7 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/001 2-Sign-template.ipynb
15.8 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/001 Sign-network.png
246.8 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/001 [Project 2] Complete neural network Sign of the sum of two numbers.mp4
36.2 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/001 [Project 2] Complete neural network Sign of the sum of two numbers_en.vtt
4.3 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 2-Sign-template.ipynb
15.8 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 Modify input, output & weights.mp4
89.7 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 Modify input, output & weights_en.vtt
15.4 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 Sign-network.png
246.8 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/003 Add an activation function to the neural network.mp4
58 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/003 Add an activation function to the neural network_en.vtt
10.8 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/004 Modify accuracy and error functions.mp4
46.9 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/004 Modify accuracy and error functions_en.vtt
9.1 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/005 Modify gradient of the error function.mp4
60.5 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/005 Modify gradient of the error function_en.vtt
10.9 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/006 Training & Testing the modified neural network.mp4
57.6 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/006 Training & Testing the modified neural network_en.vtt
9.3 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/001 3-Number-recognition-template.ipynb
73.3 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/001 Digit-network.png
305.4 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/001 [Project 3] Same neural network Applied to recognize hand-written digits.mp4
27.6 MB
~Get Your Files Here !/04 - Same code, different problem Image recognition/001 [Project 3] Same neural network Applied to recognize hand-written digits_en.vtt
3.3 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 3-Number-recognition-template.ipynb
73.3 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 Apply our neural network to the new problem Number recognition.mp4
72 MB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 Apply our neural network to the new problem Number recognition_en.vtt
12.3 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 Digit-network.png
305.4 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/003 Improve the gradient function.mp4
65.4 MB
~Get Your Files Here !/04 - Same code, different problem Image recognition/003 Improve the gradient function_en.vtt
9.8 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/004 Analysis of the trained neural network.mp4
61.5 MB
~Get Your Files Here !/04 - Same code, different problem Image recognition/004 Analysis of the trained neural network_en.vtt
11.4 KB
~Get Your Files Here !/05 - Outlook & Goodbye/001 How to improve the network.mp4
32.7 MB
~Get Your Files Here !/05 - Outlook & Goodbye/001 How to improve the network_en.vtt
6.8 KB
~Get Your Files Here !/05 - Outlook & Goodbye/002 Outlook Pretrained neural networks & Machine learning in Wolfram Mathematica.mp4
36.3 MB
~Get Your Files Here !/05 - Outlook & Goodbye/002 Outlook Pretrained neural networks & Machine learning in Wolfram Mathematica_en.vtt
9.6 KB
~Get Your Files Here !/05 - Outlook & Goodbye/003 Goodbye!.mp4
24.1 MB
~Get Your Files Here !/05 - Outlook & Goodbye/003 Goodbye!_en.vtt
1.6 KB
~Get Your Files Here !/06 - [Resources]/001 [Installation] Python and Jupyter Notebook via Anaconda.mp4
42.7 MB
~Get Your Files Here !/06 - [Resources]/001 [Installation] Python and Jupyter Notebook via Anaconda_en.vtt
10 KB
~Get Your Files Here !/06 - [Resources]/002 0-Interpolation-template.ipynb
12 KB
~Get Your Files Here !/06 - [Resources]/002 1-Addition-template.ipynb
10.9 KB
~Get Your Files Here !/06 - [Resources]/002 2-Sign-template.ipynb
15.8 KB
~Get Your Files Here !/06 - [Resources]/002 3-Number-recognition-template.ipynb
73.3 KB
~Get Your Files Here !/06 - [Resources]/002 Addition-network.png
92.5 KB
~Get Your Files Here !/06 - [Resources]/002 Digit-network.png
305.4 KB
~Get Your Files Here !/06 - [Resources]/002 Sign-network.png
246.8 KB
~Get Your Files Here !/06 - [Resources]/002 Template files.html
58 B
~Get Your Files Here !/06 - [Resources]/003 0-Interpolation.ipynb
37.6 KB
~Get Your Files Here !/06 - [Resources]/003 1-Addition-template.ipynb
10.9 KB
~Get Your Files Here !/06 - [Resources]/003 2-Sign.ipynb
136.7 KB
~Get Your Files Here !/06 - [Resources]/003 3-Number-recognition.ipynb
361.4 KB
~Get Your Files Here !/06 - [Resources]/003 Addition-network.png
92.5 KB
~Get Your Files Here !/06 - [Resources]/003 Digit-network.png
305.4 KB
~Get Your Files Here !/06 - [Resources]/003 Finalized jupyter notebooks.html
244 B
~Get Your Files Here !/06 - [Resources]/003 Sign-network.png