Symbolic AI Courses and Certifications

Practical Knowledge Modelling: Ontology Development 101

2344 ratings at Udemy

Capture machine-interpretable knowledge through ontology and semantic techniques

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

EDUCBA

AI & Machine Learning: Apply, Build & Solve

10 ratings at Coursera

Design intelligent agents, apply BFS, DFS and minimax search, train neural networks, reason with predicate logic and Prolog, and build expert systems in CLIPS.

• Coursera
• 6 weeks, 3 hours a week
• Self-Paced
• Paid Course

EDUCBA

AI & Predictive Analytics with Python

19 ratings at Coursera

Build predictive models and AI solutions in Python: ensemble methods, clustering with Gaussian Mixture Models, SVM and Naive Bayes classification, logic programming, and NLTK-based NLP pipelines.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

Coursera

Game Bots in C#: Develop a Tic-Tac-Toe Agent

Build an unbeatable Tic-Tac-Toe agent in C#: implement the Minimax algorithm with recursion, decision trees, and LINQ to represent game state and choose optimal moves.

• Coursera
• 2 hours 15 minutes
• Self-Paced
• Paid Course

Packt

Advanced Game AI with Behavior Trees in Unity 6

Build AI-driven gameplay in Unity 6 with behavior trees: sequences, selectors, custom nodes, NavMesh pathfinding, blackboards, agent cooperation, and a cop-and-robber challenge.

• Coursera
• 8 weeks, 1 hour a week
• Self-Paced
• Paid Course

Pragmatic AI Labs

Grounded AI: Knowledge Graphs and Validation for Agents

Treating an agent’s write path as a gate, the course uses knowledge graphs and constraints to make unsupported claims visibly refusable before they are believed.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

NPTEL;  IIT Madras

Artificial Intelligence

An introduction to symbolic AI through state-space, heuristic, randomized, and game-search methods, planning, constraint satisfaction, and logic.

• YouTube
• 1 day 15 hours
• Self-Paced
• Free Video

ADC - Audio Developer Conference

Collaborative Songwriting and Production with Symbolic Generative AI

1 rating

Explore cutting-edge techniques for integrating generative AI into collaborative songwriting and music production. Learn about symbolic generation, AI-generated MIDI, and innovative approaches to augment creativity.

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

Constraint Programming

1 rating

Learn the basics of constraint programming from the implementation of solvers to modeling techniques for solving concrete combinatorial problems such as routing and scheduling.

• edX
• 14 weeks, 6-8 hours a week
• Self-Paced
• Free Online Course (Audit)

Toronto Machine Learning Series (TMLS)

Neural-Symbolic AI for Creativity, Generalization and Transfer Learning

Explore neural-symbolic AI's potential for enhanced transfer learning, generalization, and creativity in AI applications like personalized medicine and robotics.

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

Devoxx

Machine Learning and Symbolic Reasoning - Integrating AI Technologies

Explore the synergy of Machine Learning and Symbolic AI, combining data-driven insights with human-readable rules for transparent, explainable, and powerful AI applications.

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

Valerio Velardo - The Sound of AI

Symbolic vs Audio Generation in Generative Music AI

Explore symbolic and audio representations in generative music AI, comparing their advantages and applications. Gain insights into music representation techniques for AI-driven composition.

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

Code Sync

AI for Mathematical Discovery - Symbolic, Neural and Neuro-Symbolic Methods

Explore how AI combines symbolic and neural methods to generate mathematical lemmas for proof assistants, bridging automated theorem proving with human mathematical reasoning.

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

Learn to use the minimax algorithm to build game-playing AI for Tic Tac Toe and Connect Four, including an advanced Minimax lesson and a Connect Four project.

• Codecademy
• 2 hours
• Self-Paced
• Free Trial Available

ChatGPT Meets Wolfram|Alpha: A Tale of Two AIs: Wolfram U Class

Compare the statistical and symbolic approaches behind ChatGPT and Wolfram|Alpha, then combine them with Wolfram Language and prompt engineering.

• Wolfram U
• 50 minutes
• Self-Paced
• Free Online Course