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Udemy - Python Neural Networks From Scratch. Build Them Step By Step
TORRENT SUMMARY
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Understand linear regression, gradient descent and many more by building neural networks without libraries or frameworks
What you'll learn
Understand the ideas behind neural networks.
Learn how to use plain Python to create neural networks.
Learn concepts like feed forward, backward propagation, gradient descent, regression step by step.
Understand how Softmax, ReLU and Sigmoid allow you to approximate complex non-linear prediction functions.
Realise that neural networks are not magic and can be implemented without using libraries, in any language you desire.
Requirements
You have an interest in neural networks.
You have some programming experience in Python or another language.
There will be no exercises in this course. Feel free to write along with the code examples.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Course Introduction/001 What can you expect from this course.mp4
18.7 MB
~Get Your Files Here !/01 - Course Introduction/001 What can you expect from this course_en.srt
9.6 KB
~Get Your Files Here !/01 - Course Introduction/002 Who are you and what do you need.mp4
7.8 MB
~Get Your Files Here !/01 - Course Introduction/002 Who are you and what do you need_en.srt
4.1 KB
~Get Your Files Here !/02 - Neural Network Introduction/001 What is a neural network.mp4
10.2 MB
~Get Your Files Here !/02 - Neural Network Introduction/001 What is a neural network_en.srt
4.4 KB
~Get Your Files Here !/03 - Linear Regression/001 Linear Regression.mp4
48.1 MB
~Get Your Files Here !/03 - Linear Regression/001 Linear Regression_en.srt
14 KB
~Get Your Files Here !/03 - Linear Regression/002 Cost functions.mp4
52 MB
~Get Your Files Here !/03 - Linear Regression/002 Cost functions_en.srt
15.1 KB
~Get Your Files Here !/03 - Linear Regression/003 Bias.mp4
54.3 MB
~Get Your Files Here !/03 - Linear Regression/003 Bias_en.srt
8.9 KB
~Get Your Files Here !/04 - Real Data/001 Real Data.mp4
34.9 MB
~Get Your Files Here !/04 - Real Data/001 Real Data_en.srt
6 KB
~Get Your Files Here !/04 - Real Data/002 Second Input.mp4
63.5 MB
~Get Your Files Here !/04 - Real Data/002 Second Input_en.srt
10 KB
~Get Your Files Here !/04 - Real Data/003 Normalise Data.mp4
29.2 MB
~Get Your Files Here !/04 - Real Data/003 Normalise Data_en.srt
5.5 KB
~Get Your Files Here !/04 - Real Data/external-assets-links.txt
472 B
~Get Your Files Here !/05 - Classification/001 Gradient Descent.mp4
47.9 MB
~Get Your Files Here !/05 - Classification/001 Gradient Descent_en.srt
11.3 KB
~Get Your Files Here !/05 - Classification/002 Classification Introduction.mp4
10.2 MB
~Get Your Files Here !/05 - Classification/002 Classification Introduction_en.srt
5.7 KB
~Get Your Files Here !/05 - Classification/003 Activation.mp4
59.1 MB
~Get Your Files Here !/05 - Classification/003 Activation_en.srt
9.5 KB
~Get Your Files Here !/06 - Multiclass Classification/001 Softmax.mp4
95.7 MB
~Get Your Files Here !/06 - Multiclass Classification/001 Softmax_en.srt
21.4 KB
~Get Your Files Here !/06 - Multiclass Classification/002 Non Linear Data.mp4
27.2 MB
~Get Your Files Here !/06 - Multiclass Classification/002 Non Linear Data_en.srt
3.7 KB
~Get Your Files Here !/06 - Multiclass Classification/external-assets-links.txt
446 B
~Get Your Files Here !/07 - Hidden Layers, Random Weights/001 Adding Hidden Layers.mp4
135.3 MB
~Get Your Files Here !/07 - Hidden Layers, Random Weights/001 Adding Hidden Layers_en.srt
17.6 KB
~Get Your Files Here !/07 - Hidden Layers, Random Weights/002 Recap.mp4
10.3 MB
~Get Your Files Here !/07 - Hidden Layers, Random Weights/002 Recap_en.srt
3.2 KB
~Get Your Files Here !/07 - Hidden Layers, Random Weights/003 Random Weights.mp4
39.3 MB
~Get Your Files Here !/07 - Hidden Layers, Random Weights/003 Random Weights_en.srt
5.5 KB
~Get Your Files Here !/08 - Handwritten Digits Recognition/001 Mini Batch Gradient Descent.mp4
52.6 MB
~Get Your Files Here !/08 - Handwritten Digits Recognition/001 Mini Batch Gradient Descent_en.srt
8.2 KB
~Get Your Files Here !/08 - Handwritten Digits Recognition/002 Recognizing Handwritten Digits.html
0 B
~Get Your Files Here !/08 - Handwritten Digits Recognition/003 Conclusion.mp4
10.5 MB
~Get Your Files Here !/08 - Handwritten Digits Recognition/003 Conclusion_en.srt
3 KB
~Get Your Files Here !/08 - Handwritten Digits Recognition/external-assets-links.txt