Build and integrate Neural Networks in Web Apps with jаvascript, React, and Node.js. From Scratch with Math Included.
What you'll learn
Understand and implement perceptrons (single neuron) for binary classification
Learn and apply neural network fundamentals in code
Integrate neural networks into web applications using jаvascript and React
Work with large-scale data, understanding and parsing it effectively
Requirements
Basic coding experience in any programming language.
Description
Welcome to
Master Neural Networks: Build with jаvascript and React
. This comprehensive course is designed for anyone looking to understand and build neural networks from the ground up using jаvascript and React.
What You'll Learn
Introduction to Neural Networks
Understand the basics of perceptrons and their similarities to biological neurons.
Learn how perceptrons work at a fundamental level.
Building a Simple Perceptron
Code a perceptron to classify simple objects (e.g., pencils vs. erasers) using hardcoded data.
Implement a basic perceptron from scratch and train it with sample inputs and outputs.
Draw graphs and explain the steps needed, including defining weighted sums and activation functions.
Perceptron for Number Recognition
Advance to coding a perceptron for number recognition using the MNIST dataset to identify if a number is 0 or not.
Train the perceptron using the MNIST dataset, optimizing weights and biases.
Learn techniques to calculate accuracy and handle misclassified data.
Save and export the trained model for use in web applications.
Parsing and Preprocessing MNIST Data
Learn to parse and preprocess MNIST data yourself.
Understand the file formats and the steps needed to convert image data into a usable format for training.
Building a Multi-Layer Perceptron (MLP)
Develop a more complex MLP to recognize digits from 0 to 9.
Implement training algorithms and understand backpropagation.
Explore various activation functions like ReLU and Softmax.
Practical Implementation with jаvascript and React
Integrate neural networks into web applications using jаvascript, React, and Node.js.
Build and deploy full-stack applications featuring neural network capabilities.
Create a React application to test and visualize your models, including drawing on a canvas and making predictions.
Integrate TensorFlow library
Learn to setup Neural networks with TensorFlow
Use Tensorflow to recognize numbers from 0-9
Course Features
Step-by-step coding tutorials with detailed explanations.
Hands-on projects to solidify your understanding.
Graphical visualization of neural network decision boundaries.
Techniques to save and export trained models for real-world applications.
Comprehensive coverage from basic perceptrons to multi-layer perceptrons.
Who this course is for
Beginners who want a comprehensive, step-by-step guide to neural networks
Anyone interested in learning neural networks using jаvascript and React
Web developers looking to enhance their skills with AI
Homepage
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