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What Is a Neural Network? - Machine Learning for JavaScript Hackers with TensorFlow.js

Venelin Valkov via YouTube

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Overview

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Dive into the world of Neural Networks with this comprehensive 33-minute tutorial designed for JavaScript developers using TensorFlow.js. Explore the biological inspiration behind Neural Networks and implement practical models like the Perceptron and Sigmoid Neuron. Gain insights into various activation functions and weight initialization techniques. Learn to architect Neural Networks effectively, with detailed explanations at each timestamp. Enhance your machine learning skills for JavaScript with hands-on examples and access to complete source code. Perfect for those looking to bridge the gap between theoretical concepts and practical implementation in TensorFlow.js.

Syllabus

- What is a Neural Network?
- The Perceptron model
- The Sigmoid Neuron
- Architecting Neural Networks
- Activation functions
- Weight initialization

Taught by

Venelin Valkov

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