Computational Intelligence Courses and Certifications

The Ultimate Beginners Guide to Fuzzy Logic in Python

189 ratings at Udemy

Understand the basic theory and implement fuzzy systems with skfuzzy library! Step by step implementations

• Udemy
• 4 hours 41 minutes
• Self-Paced
• Paid Course

模糊数学入门教程（全英文）

Explore fuzzy mathematics fundamentals, from set theory and operations to lattices, operators, cuts, and principles - perfect for beginners seeking a solid theoretical foundation.

• XuetangX
• Self-Paced
• Free Online Course

Fuzzy Mathematics: The Basics

Explore fundamental concepts of fuzzy sets, operations, and principles, building from basic set theory to advanced topics like resolution and extension principles in fuzzy mathematics.

• XuetangX
• Self-Paced
• Free Online Course

Soft Computing Techniques

Master soft computing fundamentals including fuzzy logic, genetic algorithms, rough sets, and hybrid techniques for solving complex real-world optimization and data analysis problems.

• Swayam
• 8 weeks
• Self-Paced
• Free Online Course

NITTTR

Soft Commuting Techniques

Master fuzzy logic, neural networks, and genetic algorithms to solve complex real-world problems through hands-on projects in pattern recognition, robotics, and optimization.

• Swayam
• 8 weeks
• Self-Paced
• Free Online Course

Wolfram Language Crash Course: Wolfram U Class

Master Wolfram Language syntax, notebook interface, data visualization, and computational intelligence in this three-part series covering plots, charts, and real-world curated knowledge.

• Wolfram U
• 6 hours
• Self-Paced
• Free Certificate

The Collective Computation of Reality in Nature and Society

Explore how nature computes through collective processes, challenging traditional views on complexity and information processing in biological and social systems.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Churchill CompSci Talks

Particle Swarm Optimisation

Explore swarm intelligence and its application in solving complex optimization problems through a bird flocking model, leading to the Particle Swarm Optimisation algorithm.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

David Shapiro ~ AI

The Intelligence Optimum - How Smart Can AI Really Become?

Explore the theoretical limits of artificial intelligence and discover how smart AI systems can realistically become in the future.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Collective Intelligence for Deep Learning - A Survey of Recent Developments

Survey of recent developments in collective intelligence for deep learning, exploring self-organization, emergent behavior, and cellular systems to address robustness and adaptability issues in neural networks.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Collective Intelligence as Collective Computation - Future Directions

Explore collective intelligence as computation, examining principles of information processing, dimension reduction, and emergent phenomena in biological and social systems.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Yannic Kilcher

Promptbreeder- Self-Referential Self-Improvement Via Prompt Evolution

Explore Promptbreeder, an evolutionary system for automated prompt engineering. Learn how it self-improves to generate optimal prompts for various tasks, outperforming traditional strategies in reasoning and classification.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Wolfram

Injecting Reliability into Generative AI

Explore Wolfram's vision for enhancing LLM reliability through computational intelligence. Learn to inject facts, utilize private data, and combine LLM capabilities with Wolfram Language to solve complex problems.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence: Genetic Algorithms for Sudoku - Lecture 12

Explore genetic algorithms for Sudoku solving. Learn about fitness functions, population dynamics, mutation rates, and algorithm implementation in this comprehensive AI lecture.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - Evolutionary Computing - Lecture 11

Explore evolutionary computing techniques for AI problem-solving, including genetic algorithms and their applications in optimization and game AI.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video