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Get Bonus Downloads Here.url 182 B
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/001 Overview of the course.mp4 45.95 MB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/001 Overview of the course_en.vtt 3.41 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 0-Interpolation-template.ipynb 12.02 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 1-Addition-template.ipynb 10.88 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 2-Sign-template.ipynb 15.78 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 3-Number-recognition-template.ipynb 73.34 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Addition-network.png 92.45 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Digit-network.png 305.44 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/002 Sign-network.png 246.79 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 12.02 KB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/003 Interpolation (or regression) - The fundamental principle of machine learning.mp4 189.64 MB
~Get Your Files Here !/01 - Introduction Interpolation & Machine learning/003 Interpolation (or regression) - The fundamental principle of machine learning_en.vtt 31.17 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 46.87 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/002 From interpolation to neural networks_en.vtt 5.01 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/003 What are neural networks.mp4 82.62 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/003 What are neural networks_en.vtt 8.66 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/004 1-Addition-template.ipynb 10.88 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/004 Addition-network.png 92.45 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 29.21 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 3.47 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 1-Addition-template.ipynb 10.88 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 Addition-network.png 92.45 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 Prepare the training and testing data.mp4 41.04 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/005 Prepare the training and testing data_en.vtt 7.79 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/006 Initialize the weights & Calculate the output.mp4 42.73 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/006 Initialize the weights & Calculate the output_en.vtt 9.05 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/007 Accuracy & Error functions.mp4 63.67 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/007 Accuracy & Error functions_en.vtt 12.42 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/008 Gradient of the error function.mp4 39.24 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/008 Gradient of the error function_en.vtt 7.81 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/009 Training the neural network via gradient descent.mp4 58.52 MB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/009 Training the neural network via gradient descent_en.vtt 11.83 KB
~Get Your Files Here !/02 - Your first neural network Sum of two numbers/010 Using the trained network on the test data.mp4 47.89 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 7.67 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/001 2-Sign-template.ipynb 15.78 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/001 Sign-network.png 246.79 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 4.32 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 2-Sign-template.ipynb 15.78 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 Modify input, output & weights.mp4 89.72 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 Modify input, output & weights_en.vtt 15.44 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/002 Sign-network.png 246.79 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 57.99 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 10.78 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/004 Modify accuracy and error functions.mp4 46.88 MB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/004 Modify accuracy and error functions_en.vtt 9.09 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/005 Modify gradient of the error function.mp4 60.49 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 10.91 KB
~Get Your Files Here !/03 - Modifying the problem Sign of the sum of two numbers/006 Training & Testing the modified neural network.mp4 57.56 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 9.28 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/001 3-Number-recognition-template.ipynb 73.34 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/001 Digit-network.png 305.44 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 3.32 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 3-Number-recognition-template.ipynb 73.34 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 Apply our neural network to the new problem Number recognition.mp4 72.02 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 12.28 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/002 Digit-network.png 305.44 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/003 Improve the gradient function.mp4 65.36 MB
~Get Your Files Here !/04 - Same code, different problem Image recognition/003 Improve the gradient function_en.vtt 9.84 KB
~Get Your Files Here !/04 - Same code, different problem Image recognition/004 Analysis of the trained neural network.mp4 61.51 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 32.66 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 36.32 MB
~Get Your Files Here !/05 - Outlook & Goodbye/002 Outlook Pretrained neural networks & Machine learning in Wolfram Mathematica_en.vtt 9.57 KB
~Get Your Files Here !/05 - Outlook & Goodbye/003 Goodbye!.mp4 24.05 MB
~Get Your Files Here !/05 - Outlook & Goodbye/003 Goodbye!_en.vtt 1.57 KB
~Get Your Files Here !/06 - [Resources]/001 [Installation] Python and Jupyter Notebook via Anaconda.mp4 42.74 MB
~Get Your Files Here !/06 - [Resources]/001 [Installation] Python and Jupyter Notebook via Anaconda_en.vtt 10.01 KB
~Get Your Files Here !/06 - [Resources]/002 0-Interpolation-template.ipynb 12.02 KB
~Get Your Files Here !/06 - [Resources]/002 1-Addition-template.ipynb 10.88 KB
~Get Your Files Here !/06 - [Resources]/002 2-Sign-template.ipynb 15.78 KB
~Get Your Files Here !/06 - [Resources]/002 3-Number-recognition-template.ipynb 73.34 KB
~Get Your Files Here !/06 - [Resources]/002 Addition-network.png 92.45 KB
~Get Your Files Here !/06 - [Resources]/002 Digit-network.png 305.44 KB
~Get Your Files Here !/06 - [Resources]/002 Sign-network.png 246.79 KB
~Get Your Files Here !/06 - [Resources]/002 Template files.html 58 B
~Get Your Files Here !/06 - [Resources]/003 0-Interpolation.ipynb 37.61 KB
~Get Your Files Here !/06 - [Resources]/003 1-Addition-template.ipynb 10.88 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 361.42 KB
~Get Your Files Here !/06 - [Resources]/003 Addition-network.png 92.45 KB
~Get Your Files Here !/06 - [Resources]/003 Digit-network.png 305.44 KB
~Get Your Files Here !/06 - [Resources]/003 Finalized jupyter notebooks.html 244 B
~Get Your Files Here !/06 - [Resources]/003 Sign-network.png 246.79 KB
~Get Your Files Here !/Bonus Resources.txt 386 B
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