AI Institute at UofSC - #AIISC Courses

Real-time Learning Embedding Next Gen Battery Management Systems for EV Safety

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Explore advanced Battery Management Systems for EVs that combine physics-driven models with real-time learning to detect faults, monitor health, and enhance safety, addressing current limitations in preventing battery fires.

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

Custom, Targeted, Compact, and Neuro-symbolic AI Models for Health Applications

Explore the development of trustworthy AI models for healthcare beyond generative AI, focusing on neurosymbolic, targeted, and compact approaches that ensure explainability, safety, and guideline adherence for personalized health applications.

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

Neurosymbolic Customized and Compact Copilots for Critical Applications

Explore the development of neurosymbolic AI models for critical applications, focusing on creating controllable, compact, and customizable systems that ensure reliable and grounded reasoning.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Developing Explainable Multimodal AI Models on the Life-Cycle of Rare Event Prediction

Gain insights into developing explainable multimodal AI models for rare event prediction through hands-on sessions covering data generation, preprocessing, model development, and evaluation using a new multimodal dataset.

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

Knowledge and Ontology Enhanced Approach to NLU (KOE-NLU)

Explore a Knowledge and Ontology Enhanced Approach to Natural Language Understanding (KOE-NLU) with insights from Usha Lokala's research at the AI Institute at UofSC.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Knowledge and Ontology Enhanced Approach to Natural Language Understanding (KOE-NLU)

Explore advanced Natural Language Understanding through knowledge and ontology-enhanced approaches, focusing on innovative techniques for improved language processing and semantic analysis.

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

Deep Learning, Reinforcement Learning and Heuristic Search

Explore deep learning, reinforcement learning, and heuristic search techniques with Dr. Forest Agostinelli's comprehensive presentation from the AI Institute at UofSC.

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

AI Reasoning and Abstraction

Explore the frontier of AI reasoning and abstraction capabilities with Prof. Amit Sheth's keynote examining whether AI can truly reason like humans, part of the "Beyond the hype" webinar series.

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

LLM Hallucinations: Characterization, Quantification, Detection, Avoidance, Mitigation

Explore the complex issue of LLM hallucinations with Vipula Rawte, covering characterization, measurement, detection methods, and strategies for prevention and mitigation.

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

Explainable Process Recommendation by Contextual Grounded Dynamic Multimodal Process KG

Explore a neurosymbolic framework using Dynamic Multimodal Process Knowledge Graphs for explainable process recommendations, demonstrated through recipe analysis and AI pipeline recommendation use cases.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Intelligent, Robust, and Trustworthy AI - Managing GenAI Challenges and Neural-Symbolic AI

Explore cutting-edge approaches to developing trustworthy AI systems, focusing on GenAI challenges, compact models, and neural-symbolic integration for robust artificial intelligence.

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

Building World-class Research Ecosystem in Universities

Gain insights into building and leading successful research ecosystems in academic settings through expert guidance on fostering innovation and collaborative excellence.

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

Multiagent CoPilot in Industrial AI Applications

Explore the Multiagent CoPilot approach for industrial AI, combining knowledge graphs, rule-based systems, and neurosymbolic AI to create explainable solutions for Industry 4.0 challenges with practical development insights.

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

Custom, Compact, and Composite AI Systems

Explore the evolution of AI systems from monolithic models to "compound" systems and "agentic" frameworks, focusing on the Custom, Compact, and Composite AI with Neurosymbolic approach for building robust, intelligent AI.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Reconciling Accuracy, Cost, and Latency of Inference Serving Systems

Explore the complex balance between accuracy, cost, and latency in AI inference serving systems with Professor Pooyan Jamshidi's comprehensive analysis.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video