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[Free] Machine Learning I - Hopfield Networks From Scratch [Python]
Learn Hopfield networks (and auto-associative memory) theory and implementation in Python – Free Course
What you’ll learn
- Hopfield neural networks theory
- Hopfield neural network implementation in Python
Requirements
- Very basic Python
Description
This course is about artificial neural networks. Artificial intelligence and machine learning are getting more and more popular nowadays. In the beginning, other techniques such as Support Vector Machines outperformed neural networks, but in the 21st century neural networks again gain popularity. In spite of the slow training procedure, neural networks can be very powerful. Applications ranges from regression problems to optical character recognition and face detection.Section 1:
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what are Hopfield neural networks
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modeling the human brain
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the big picture behind Hopfield neural networks
Section 2:
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Hopfield neural networks implementation
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auto-associative memory with Hopfield neural networks
In the first part of the course you will learn about the theoretical background of Hopfield neural networks, later you will learn how to implement them in Python from scratch.
If you are keen on learning methods, let’s get started!
Author(s): Holczer Balazs
FREE
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