Neuro Symbolic Courses

Markov Random Fields, Markov Chains, and Markov Logic Networks - Probabilistic Graphical Models Tutorial

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Explore Markov Random Fields, Logic Networks, and Chains. Dive into probabilistic graphical models with Professor Simari, covering key concepts and applications in AI and machine learning.

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

Uncertainty Quantification in Metacognition

Explore uncertainty quantification in metacognition and its applications in AI research, focusing on DARPA-funded efforts and advancements in neuro-symbolic approaches.

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

Interpretable and Data-Efficient Learning for Autonomous Systems

Explore cutting-edge approaches to autonomous systems through interpretable learning methods and data-efficient techniques, focusing on the intersection of symbolic AI and deep learning.

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

Metacognition for Metal Price Spike Prediction with EDCR

Discover how AI metacognition techniques can predict precious metal price spikes using advanced EDCR methodology and neural-symbolic approaches.

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

Prompt Engineering for Neuro-Symbolic AI - Part 2

Dive into advanced prompt engineering techniques, exploring the intersection of symbolic methods and deep learning for more effective AI interactions and development.

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

PyReason and Abduction for Trajectory Generation

Explore combining PyReason's annotated logic with abductive inference for robust human movement trajectory generation, countering anomaly detection.

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

Constraint Satisfaction Problems: Consistency Algorithms - Part 6

Explore consistency algorithms for constraint satisfaction problems in AI, covering formulation, solving methods, and domain splitting.

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

Trajectory Generation via Abductive Inference

Discover how abductive inference enables efficient geospatial trajectory generation through innovative logical programming and deep learning approaches for AI advancement.

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

Metacognition in Cyber-Physical Systems

Explore metacognitive approaches in cyber-physical systems and their integration with AI, focusing on advanced system control and decision-making processes in modern computing environments.

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

Machine Learning Integration with Knowledge Systems

Explore the intersection of symbolic methods and deep learning, focusing on integrating machine learning with knowledge-based approaches for advancing artificial intelligence.

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

Performance Measurement for Machine Learning

Master essential metrics and techniques for evaluating machine learning models, from accuracy assessment to advanced performance measurements in AI applications.

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

Visual Concept Grounding for Lifelong Learning

Explore visual concept grounding for lifelong learning with Yezhou Yang, delving into active perception and cutting-edge AI research at Arizona State University.

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

Certifying Trustworthy Deep Learning Systems

Explore techniques for certifying trustworthiness in deep learning systems with expert insights from Linyi Li, enhancing AI reliability and safety.

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

Human-Aware Metacognitive AI - Lecture on Planning with Incomplete Model Knowledge

Explore human-aware planning and metacognitive AI with insights from Sarath Sreedharan, focusing on incomplete model-knowledge and AI-human interaction.

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

Prosocial LLMs - Advancing Ethical AI Development

Explore pro-social language models with Dartmouth's Soroush Vosoughi, examining their potential for positive societal impact and ethical AI development.

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