JavaScript and Artificial Intelligence

Übersicht

Explore AI applications using JavaScript, covering board games, genetic algorithms, neural networks, and machine learning for browsers and Node.js environments.

Lehrplan

• 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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Fachgebiete

Conference Talks