JavaScript and Artificial Intelligence

Overview

Join us for an in-depth exploration of how JavaScript can be harnessed to create powerful AI applications. This course provides insights into utilizing AI across various platforms, offering solutions for board games, genetic algorithms, and neural networks.

Further your understanding of machine learning processes tailored for both browser implementations and Node.js environments, all presented on our YouTube channel.

Syllabus

• Introduction to JavaScript for AI
Basics of JavaScript in AI contexts
Setting up the development environment
• JavaScript and the Browser
Leveraging JavaScript for AI in web browsers
Introduction to Web Workers and concurrency
• Node.js and AI
Setting up Node.js for AI applications
Exploring Node.js libraries for AI
• AI in Board Games using JavaScript
Representation of game states
Implementing AI strategies for games like Tic-Tac-Toe or Chess
Minimax algorithm and enhancements
• Genetic Algorithms with JavaScript
Basics of genetic algorithms
Implementing evolutionary strategies
Optimization problems and practical applications
• Neural Networks in JavaScript
Fundamentals of neural networks
Introduction to libraries like Brain.js
Building and training basic neural networks
• Machine Learning for Browsers
Overview of machine learning concepts
Introduction to TensorFlow.js
Building and deploying machine learning models in the browser
• Real-time AI Applications
Processing streaming data for intelligent applications
Real-time decision-making systems
• AI Ethics and JavaScript
Ethical considerations in AI development
Ensuring fairness and transparency in AI applications
• Final Capstone Project
Designing and implementing an AI system using JavaScript
Integrating multiple AI concepts into a cohesive application
Presentation and peer review
• Resources and Further Learning
Recommended reading and online resources
Exploring advanced JavaScript and AI frameworks

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Subjects

Conference Talks