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Neural Networks Basics from Scratch

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Overview

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Dive deep into the theory and implementation of Neural Networks. This course will have you implementing tools at the heart of modern AI such as Perceptrons, activation functions, and the crucial components of multi-layer Neural Networks. All of this without the help of high-level libraries leaves you with a profound understanding of the underpinning mechanisms.

Syllabus

  • Lesson 1: Understanding Neural Networks: An Introduction to the Perceptron Algorithm
  • Lesson 2: Understanding and Implementing Neural Network Activation Functions
  • Lesson 3: Backpropagation Unveiled: Understanding the Mathematics and Code Behind Neural Network Learning

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