Classical & Symbolic AI Courses and Certifications

Neurosymbolic Programming for Science

Basics of Neurosymbolic Architectures - Tutorial 1a

Explore neurosymbolic architectures, from deep learning basics to domain-specific languages and gradient-based training of hybrid neural-symbolic systems.

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

Trelis Research

Improving LLM Accuracy with Monte Carlo Tree Search

Explore Monte Carlo Tree Search to enhance LLM accuracy, focusing on boosting Llama 3 8B performance. Learn implementation, testing, and limitations through code examples and mathematical problem-solving.

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

Discover AI

KGARevision: A Knowledge Graph-Based Agent for Medical AI Question Answering

Discover how Harvard's KGARevion agent combines knowledge graphs with LLMs to enhance medical AI reasoning, focusing on complex medical interactions and improved retrieval methods.

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

Singularity University

AI | Liesl Yearsley | SingularityU Australia Summit 2018 | Singularity University

Explore AI's potential for deep human relationships and complex problem-solving with Liesl Yearsley, CEO of A.kin. Discover the future of AI and its responsible co-evolution with humanity.

• YouTube
• 28 minutes
• Self-Paced
• Conference Talk

Georgia Tech Research

Logical Neural Networks: Unifying Statistical and Symbolic AI

Explore unifying statistical and symbolic AI through Logical Neural Networks, a framework combining neural networks with logical inference for improved knowledge representation and reasoning.

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

AllegroGraph

Neuro-Symbolic AI with AllegroGraph

Explore Neuro-Symbolic AI's fusion of neural networks and symbolic AI. Learn how AllegroGraph's Knowledge Graph Platform enables complex reasoning and data integration for advanced AI applications.

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

Discover AI

Neuro-Symbolic Graph Reasoning and Knowledge Graph Analysis - From Theory to Implementation

Explore neuro-symbolic AI frameworks and graph-based reasoning through practical examples, from biomedical research applications to Python implementations and logical rule learning.

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

NPTEL-NOC IITM

A Syntactic Machine - Artificial Intelligence: Knowledge Representation and Reasoning - Lecture 2.4

Explore the concept of a syntactic machine in artificial intelligence, focusing on knowledge representation and reasoning techniques.

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

James Briggs

Understanding AI Agents as Neuro-Symbolic Systems

Explore the concept of AI agents as neuro-symbolic systems through an analysis of MRKL paper, examining their definition, evolution, and relationship with connectionism and modern AI architectures.

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

TechWorld with Nana

The Big Picture - AI, Machine Learning, and Neural Networks

Discover the fundamentals of AI, machine learning, and neural networks through practical examples and clear explanations of supervised, unsupervised, and reinforcement learning.

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

Discover AI

NeuroSymbolic T5 AI with World Model

Explore cutting-edge NeuroSymbolic T5 AI architecture with adaptive physics engine integration based on Google's latest T5Gemma2 research and next-generation World models.

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

SAIConference

Towards Neuro-Symbolic AI with Knowledge Graphs and Large Language Models

Explore the fusion of neuro-symbolic AI, knowledge graphs, and large language models. Learn how combining these approaches can enhance AI systems' factual understanding and decision-making capabilities.

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

Discover AI

Graph Inspired Veracity Extrapolation (GIVE) - Integrating LLMs with Knowledge Graphs

Discover how GIVE framework enhances LLM reasoning by combining knowledge graphs with internal model knowledge, enabling more accurate responses through structured, step-by-step logical inference processes.

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

Discover AI

Decoding on Graphs: Empowering LLMs with Knowledge Graphs Through Well-Formed Chains

Discover how to enhance LLM capabilities by integrating Knowledge Graphs through the Decoding on Graphs framework, focusing on graph-aware constrained decoding and well-formed reasoning chains.

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

AllegroGraph

Neuro-Symbolic AI and AllegroGraph 8.0: Revolutionizing Enterprise Knowledge Graphs

Explore AllegroGraph 8.0's revolutionary features in Enterprise Knowledge Graphs and Neuro-Symbolic AI. Learn how it integrates LLMs, Machine Learning, Symbolic AI, and Logic to enhance AI accuracy and reliability.

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