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#Neuro-Symbolic AI

Showing: 67 courses
Neuro Symbolic

Reasoning about Object Recognition

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Dive into object recognition reasoning, exploring embodied AI and metacognition concepts with insights from an expert in the field of neuro-symbolic artificial intelligence.
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1 Lesons
33 minutes
On-Demand
Free-Video
Neuro Symbolic

Ideas on Conducting Experiments in AI and ML

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Explore various experimental approaches in AI and ML, focusing on methodologies used in cutting-edge research and practical applications.
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1 Lesons
25 minutes
On-Demand
Free-Video
Neuro Symbolic

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.
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10 Lesons
44 minutes
On-Demand
Free-Video
Neuro Symbolic

Prompt Engineering for Neuro-Symbolic AI - Part 2

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Dive into advanced prompt engineering techniques, exploring the intersection of symbolic methods and deep learning for more effective AI interactions and development.
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1 Lesons
14 minutes
On-Demand
Free-Video
Discover AI

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

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Explore neuro-symbolic AI frameworks and graph-based reasoning through practical examples, from biomedical research applications to Python implementations and logical rule learning.
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7 Lesons
25 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Building Trustworthy AI with Common Sense - Lecture

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Explore building trustworthy AI with common sense for robust decision-making, discovery, and misinformation tackling. Learn about CARE principles and neuro-symbolic architectures for explainable, adaptive AI systems.
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31 Lesons
55 minutes
On-Demand
Free-Video
USC Information Sciences Institute

From NLP to NLU: Why We Need Varied, Comprehensive, and Stratified Knowledge - Neuro-Symbolic AI

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Explore the importance of knowledge in AI systems for improved language understanding, addressing challenges in generative AI, and enhancing neuro-symbolic approaches for safer, more explainable AI.
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9 Lesons
55 minutes
On-Demand
Free-Video
Neuro Symbolic

PyReason and Abduction for Trajectory Generation

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Explore combining PyReason's annotated logic with abductive inference for robust human movement trajectory generation, countering anomaly detection.
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1 Lesons
18 minutes
On-Demand
Free-Video
Neuro Symbolic

Constraint Satisfaction Problems: Consistency Algorithms - Part 6

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Explore consistency algorithms for constraint satisfaction problems in AI, covering formulation, solving methods, and domain splitting.
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1 Lesons
12 minutes
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Causal Analysis and Decision Intelligence for Manufacturing at Bosch

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Explore neuro-symbolic AI applications in manufacturing, focusing on causal analysis and decision intelligence for improved processes at Bosch. Learn about root-cause analysis and cognitive architectures for decision-making.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Neuro-Symbolic AI for Mental Healthcare

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Explore neuro-symbolic AI methods for enhancing mental healthcare interventions, focusing on social media data analysis, clinical knowledge integration, and improved conversational systems.
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1 Lesons
2 hours 27 minutes
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Knowledge-infused Learning for Autonomous Driving (KL4AD)

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Explore knowledge-infused learning techniques for autonomous driving, focusing on neuro-symbolic AI and its potential to enhance interpretability, explainability, and robustness in real-world applications.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Neuro Symbolic AI

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Explore Neuro Symbolic AI with Dr. Amit Sheth, delving into cutting-edge concepts and applications in this emerging field of artificial intelligence.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Language Understanding Using Neuro-symbolic AI: The Need for Varied, Comprehensive, and Stratified Knowledge

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Explore neuro-symbolic AI for language understanding, focusing on diverse knowledge types and their stratification to enhance comprehension and reasoning capabilities.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Neuro Symbolic

Multi-Modal, Pre-Trained Models in Verifiable Sequential Decision-Making - Metacognitive AI

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Explore multi-modal, pre-trained models in verifiable sequential decision-making for metacognitive AI, focusing on latest advancements and applications in artificial intelligence.
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1 Lesons
27 minutes
On-Demand
Free-Video
AllegroGraph

Neuro-Symbolic AI with AllegroGraph

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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.
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1 Lesons
22 minutes
On-Demand
Free-Video
Neuro Symbolic

Uncertainty Quantification in Metacognition

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Explore uncertainty quantification in metacognition and its applications in AI research, focusing on DARPA-funded efforts and advancements in neuro-symbolic approaches.
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1 Lesons
28 minutes
On-Demand
Free-Video
SAIConference

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

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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.
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1 Lesons
26 minutes
On-Demand
Free-Video
Neuro Symbolic

NeurASP: Model Training - Part 2

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Explore NeurASP's end-to-end training process, connecting ASP programs to neural architectures for gradient flow. Learn model training techniques in this neuro-symbolic framework.
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1 Lesons
11 minutes
On-Demand
Free-Video
Neuro Symbolic

Technical Shortcomings of Deep Learning - Part 1

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Explore technical challenges in deep learning, including data hunger, limited transfer capacity, open-ended inference, and explainability. Gain insights from Gary Marcus's critical appraisal.
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5 Lesons
15 minutes
On-Demand
Free-Video
Neuro Symbolic

Technical Shortcomings of Deep Learning - Part 2

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Explore technical challenges in deep learning, including integration with prior knowledge, correlation vs. causation, and data distribution issues. Gain insights into limitations and potential improvements.
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7 Lesons
13 minutes
On-Demand
Free-Video
Neuro Symbolic

Deep Ontological Networks: Experimental Evaluation - Part 3

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Explore experimental evaluations of Deep Ontological Networks, covering datasets, results, and comparisons with classical approaches. Gain insights into scaling, challenges, and visualizations.
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16 Lesons
20 minutes
On-Demand
Free-Video
Neuro Symbolic

Five Overlooked Neuro-Symbolic AI Papers from 2022

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Explore five overlooked neuro-symbolic AI papers from 2022, covering topics like Logic Tensor Networks, knowledge base completion, symbolic regression, and neural ILP architectures.
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6 Lesons
10 minutes
On-Demand
Free-Video
Neuro Symbolic

Differentiable Inductive Logic Programming - Part 6: Q&A

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Explore Q&A session on differentiable inductive logic programming, discussing key concepts and applications in neuro-symbolic AI with Prof. Paulo Shakarian.
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4 Lesons
16 minutes
On-Demand
Free-Video
Neuro Symbolic

Deductive Reasoning for Cross-Knowledge Graph Entailment - Part 1

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Explore deductive reasoning for cross-knowledge graph entailment, covering inference types, embedding methods, memory networks, and model architecture for AI and machine learning applications.
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12 Lesons
17 minutes
On-Demand
Free-Video
Neuro Symbolic

Introduction to Propositional Logic for AI

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Explore propositional logic fundamentals, including syntax, semantics, and key concepts for AI applications. Gain insights into logic programming and its role in neuro-symbolic AI.
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11 Lesons
18 minutes
On-Demand
Free-Video
Neuro Symbolic

Evaluating ChatGPT on 1,000 Math Word Problems

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Explore ChatGPT's performance on 1,000 math word problems through in-depth experiments, revealing its capabilities and limitations in mathematical reasoning.
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1 Lesons
16 minutes
On-Demand
Free-Video
Neuro Symbolic

Learning Logical Relationships with Neural Networks - Part 3

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Explore experimental evaluation of Differentiable Inductive Logic Programming for Structured Examples, examining its application in learning logical relationships using neural networks.
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1 Lesons
12 minutes
On-Demand
Free-Video
Neuro Symbolic

Deep Symbolic Regression - Petersen et al.'s 2021 ICLR Paper

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Explore deep symbolic regression through Petersen et al.'s 2021 ICLR paper, covering innovative techniques at the intersection of symbolic methods and deep learning.
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1 Lesons
13 minutes
On-Demand
Free-Video
Neuro Symbolic

ChatGPT Math Problem Challenge - Predicting Performance on Mathematical Word Problems

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Explore ChatGPT's performance on math word problems and learn how to predict its failures. Join the AI/ML community challenge to forecast ChatGPT's problem-solving abilities.
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1 Lesons
17 minutes
On-Demand
Free-Video
Neuro Symbolic

CLEVRER: Reasoning About Events in Video - Part 1

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Explore CLEVRER dataset for video prediction and reasoning tasks, covering dataset creation and baseline approach for AI and machine learning advancements.
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1 Lesons
17 minutes
On-Demand
Free-Video
Neuro Symbolic

CLEVRER: Reasoning About Events in Video - Part 2

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Explore CLEVRER dataset for video prediction and reasoning tasks, covering dataset details and baseline approach for advanced AI understanding.
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1 Lesons
12 minutes
On-Demand
Free-Video
Neuro Symbolic

CLEVRER: Reasoning About Events in Video - Part 3

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Explore CLEVRER dataset for video prediction and reasoning tasks, covering dataset creation and baseline approach for AI and machine learning advancements.
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1 Lesons
12 minutes
On-Demand
Free-Video
Neuro Symbolic

SLASH: Probabilistic Circuits - Part 1

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Explore probabilistic circuits in the SLASH framework. Learn their importance and applications in neuro-symbolic AI and machine learning.
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3 Lesons
13 minutes
On-Demand
Free-Video
Neuro Symbolic

SLASH Framework: Experiments - Part 3

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Explore experiments in the SLASH framework for neuro-symbolic AI. Gain insights into cutting-edge research combining symbolic methods and deep learning.
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1 Lesons
20 minutes
On-Demand
Free-Video
Neuro Symbolic

Spatio-Temporal Perception Logic for Verification of Perceptual Systems - Part 1

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Explore spatio-temporal perception logic for verifying perceptual systems in autonomous vehicles and other safety-critical applications.
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4 Lesons
13 minutes
On-Demand
Free-Video
Neuro Symbolic

Diversity Measures: Domain-Independent Proxies for Failure in Language Model Queries

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Explore domain-independent diversity measures to detect uncertainty in language model outputs, enhancing error detection and improving AI reliability.
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4 Lesons
12 minutes
On-Demand
Free-Video
Neuro Symbolic

LangDiversity: Software to Identify LLM Errors - Diversity Measures and Prompt Selection

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Explore LangDiversity software to identify LLM errors using diversity measures. Learn implementation, code examples, and prompt selection techniques for improving language model outputs.
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9 Lesons
11 minutes
On-Demand
Free-Video
Neuro Symbolic

Reinforcement Learning with PyReason as a Semantic Proxy

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Explore PyReason as a semantic proxy for simulators in reinforcement learning, featuring a technical discussion on its application and recent research findings.
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1 Lesons
17 minutes
On-Demand
Free-Video
Neuro Symbolic

Google vs. Hallucinations in AI Overviews

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Explore Google's challenges with LLM-based "AI Overviews" and the ongoing issue of hallucinations in AI products. Gain insights into the latest developments in neuro-symbolic AI and its potential impact on AGI.
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1 Lesons
11 minutes
On-Demand
Free-Video
Neuro Symbolic

A* Search Algorithm: Introduction, Example, and Summary

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Learn A* search algorithm: its principles, implementation, and applications in pathfinding and problem-solving. Explore this efficient heuristic search technique.
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3 Lesons
11 minutes
On-Demand
Free-Video
Neuro Symbolic

Decision Trees in Neuro-Symbolic AI

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Master decision tree algorithms for effective data classification and prediction in machine learning applications.
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1 Lesons
16 minutes
On-Demand
Free-Video
Neuro Symbolic

NeurASP: Experiments and Evaluation - Part 3

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Explore experimental evaluations of NeurASP, a neuro-symbolic framework connecting ASP programs to neural architectures, enabling end-to-end training through gradient passage.
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1 Lesons
20 minutes
On-Demand
Free-Video
Neuro Symbolic

Deep Ontological Networks: Introduction - Part 1

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Explore Deep Ontological Networks with Prof. Simari, covering framework introduction, Semantic Web concepts, and ontology applications in AI and machine learning.
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10 Lesons
23 minutes
On-Demand
Free-Video
Neuro Symbolic

Visual Concept Grounding for Lifelong Learning

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Explore visual concept grounding for lifelong learning with Yezhou Yang, delving into active perception and cutting-edge AI research at Arizona State University.
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1 Lesons
24 minutes
On-Demand
Free-Video
Neuro Symbolic

Machine Learning Integration with Knowledge Systems

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Explore the intersection of symbolic methods and deep learning, focusing on integrating machine learning with knowledge-based approaches for advancing artificial intelligence.
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1 Lesons
39 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Foundation Models and the Transfer of Embodied Autonomy

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Explore challenges in developing foundation models for sequential decision-making, including transfer learning, and discuss future research directions in embodied autonomy.
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1 Lesons
41 minutes
On-Demand
Free-Video
AllegroGraph

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

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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.
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1 Lesons
47 minutes
On-Demand
Free-Video
Neuro Symbolic

Deep Ontological Networks: Reasoning Process - Part 2

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Explore deep ontological networks and reasoning processes with Professor Gerardo Simari. Dive into Datalog ontologies, RRN models, and GRUs for advanced AI understanding.
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14 Lesons
34 minutes
On-Demand
Free-Video
Neuro Symbolic

Introduction to Propositional Logic

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Explore propositional logic fundamentals: atoms, operators, truth tables, natural language meaning, and inference rules for enhanced logical reasoning skills.
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6 Lesons
36 minutes
On-Demand
Free-Video
Neuro Symbolic

Trustworthy Decision Making in the Real World Through Uncertainty Reasoning

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Explore trustworthy decision-making in real-world scenarios through uncertainty reasoning, focusing on metacognitive AI approaches and their practical applications.
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1 Lesons
33 minutes
On-Demand
Free-Video
Neuro Symbolic

An Architectural Approach to Metacognition - Metacognitive AI Series

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Explore an architectural approach to metacognition in AI, focusing on integrating cognitive processes for enhanced machine reasoning and self-awareness.
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1 Lesons
33 minutes
On-Demand
Free-Video
Neuro Symbolic

Mutual Trust in Human-AI Teams Relies on Metacognition

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Explore mutual trust in human-AI teams through metacognition. Gain insights into the role of metacognitive abilities in fostering collaboration between humans and artificial intelligence systems.
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1 Lesons
44 minutes
On-Demand
Free-Video
Neuro Symbolic

Assured Machine Learning: A Theoretically-Grounded Framework for High-Stakes Domains

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Explore a theoretically-grounded framework for assured machine learning in high-stakes domains, focusing on the intersection of symbolic methods and deep learning.
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1 Lesons
36 minutes
On-Demand
Free-Video
Neuro Symbolic

Reasoning with Language Agents

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Explore symbolic reasoning using language model agents in this talk by Prof. Swarat Chaudhuri. Gain insights into cutting-edge research at the intersection of AI and symbolic methods.
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1 Lesons
39 minutes
On-Demand
Free-Video
Neuro Symbolic

Probabilistic Circuits - Lecture on Advanced AI Techniques

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Explore probabilistic circuits with YooJung Choi, delving into advanced AI concepts at the intersection of symbolic methods and deep learning.
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1 Lesons
38 minutes
On-Demand
Free-Video
Neuro Symbolic

Language Agents with LLMs - Evolutionary Step in Artificial Intelligence

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Explore language agents as a critical evolutionary step in AI, focusing on LLM research and its implications for advancing artificial intelligence capabilities.
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1 Lesons
44 minutes
On-Demand
Free-Video
Neuro Symbolic

Scene Graphs: Overview and Current Research

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Explore scene graphs and current research in this field, gaining insights into an exciting area of AI and machine learning.
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1 Lesons
38 minutes
On-Demand
Free-Video
Neuro Symbolic

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

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Explore human-aware planning and metacognitive AI with insights from Sarath Sreedharan, focusing on incomplete model-knowledge and AI-human interaction.
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1 Lesons
41 minutes
On-Demand
Free-Video
Neuro Symbolic

Introduction to Binarized Neural Networks

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Explore binarized neural networks: motivation, quantization benefits, core concepts, training methods, and recent developments in this cutting-edge AI field.
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9 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Neuro Symbolic

Introduction to Symbol Grounding

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Explore the symbol grounding problem, its philosophical roots, and major approaches including representationalist, semi-representationalist, and non-representationalist solutions.
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9 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Neuro Symbolic

Learning with Logical Constraints: Methods and Applications

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Explore multiple methods for learning with logical constraints, including LTN, SPL, NASR, and STLNet. Gain insights into cutting-edge AI techniques combining symbolic methods and deep learning.
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6 Lesons
1 hour
On-Demand
Free-Video
Georgia Tech Research

Logical Neural Networks: Unifying Statistical and Symbolic AI

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Explore unifying statistical and symbolic AI through Logical Neural Networks, a framework combining neural networks with logical inference for improved knowledge representation and reasoning.
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27 Lesons
1 hour
On-Demand
Free-Video
BIMSA

Understanding the Visual World Through Object Intrinsics

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Explore neuro-symbolic approaches to scene and object understanding, focusing on intrinsic structures and their role in visual data interpretation and generalization.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Neuro Symbolic

Deep Ontological Networks: An Overview and Implementation

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Explore deep ontological networks, focusing on recursive reasoning networks and their applications through an in-depth overview and experimental insights.
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3 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Neuro Symbolic

Trajectory Generation via Abductive Inference

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Discover how abductive inference enables efficient geospatial trajectory generation through innovative logical programming and deep learning approaches for AI advancement.
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1 Lesons
10 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Extracting Structured Data from Multi-Modal Input: Neural and Neuro-Symbolic Approaches

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Explore advanced techniques for extracting structured data from multi-modal sources, focusing on neural methods, neuro-symbolic approaches, and LLM-based solutions for processing integrated text and visual elements.
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1 Lesons
27 minutes
On-Demand
Free-Video