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#Computational Models

Showing: 57 courses
Harvard University

Advanced Algorithms - COMPSCI 224

3 rewiews
Explore cutting-edge algorithmic techniques through comprehensive lectures, enhancing problem-solving skills and deepening understanding of complex computational challenges.
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25 Lesons
1 day 11 hours
On-Demand
Free-Video
NPTEL

Theory of Computation

4 rewiews
Explore finite automata, regular languages, context-free grammars, and Turing machines. Learn about computational models, their properties, and fundamental concepts in theoretical computer science.
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42 Lesons
1 day 15 hours
On-Demand
Free-Video
Stanford University

Introduction to the Theory of Computing - Stanford

0 rewiews
Explore fundamental concepts of theoretical computer science, including automata, computability, and complexity theory, with practical applications and algorithmic fairness.
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41 Lesons
20 hours
On-Demand
Free-Video
University of Central Florida

Taskonomy - Disentangling Task Transfer Learning

0 rewiews
Explore task transfer learning, higher-order transfers, and task-specific networks. Discover global taxonomies, evaluate computed structures, and assess generalization to novel tasks.
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11 Lesons
31 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Computing with Dynamical Systems - From Implementations Towards Novel Concepts

0 rewiews
Explore dynamical systems in computing, from practical implementations to cutting-edge concepts. Gain insights into complex systems and interdisciplinary physics applications.
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1 Lesons
57 minutes
On-Demand
Free-Video
Simons Institute

Towards Understanding Modern Alchemy - Transformers as a Computational Model

0 rewiews
Explore in-context learning of formal languages, comparing Transformers to other models and examining specialized "n-gram heads" for improved performance in language modeling.
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1 Lesons
37 minutes
On-Demand
Free-Video
Simons Institute

Associative Memories as a Building Block in Transformers

0 rewiews
Explore associative memories in Transformers, their role in storing knowledge, and how gradients and over-parameterization affect their learning and capacity.
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1 Lesons
39 minutes
On-Demand
Free-Video
Simons Institute

The Emergence of Clusters in Self-Attention Dynamics

0 rewiews
Explore the formation of clusters in self-attention dynamics, examining their impact on transformer models and computational processes.
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1 Lesons
49 minutes
On-Demand
Free-Video
Simons Institute

Interpretability Agents: Automating and Scaling Model Interpretation

0 rewiews
Explore automated interpretability agents for scaling model interpretation, enabling efficient analysis of AI systems through hypothesis-driven experimentation and modular design.
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1 Lesons
42 minutes
On-Demand
Free-Video
Simons Institute

Understanding and Improving Efficient Language Models

0 rewiews
Explore efficient language models, focusing on associative recall's impact on performance. Learn about new hardware-efficient architectures expanding quality-efficiency frontiers in machine learning.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Transformer Expressivity and Formal Logic

0 rewiews
Explore the relationship between transformers and formal logic, uncovering their abilities, limitations, and implications for computational models.
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1 Lesons
46 minutes
On-Demand
Free-Video
Simons Institute

Using Recurrence to Achieve Weak to Strong Generalization

0 rewiews
Explore recurrent architectures for weak-to-strong generalization in reasoning models, enhancing problem-solving capabilities beyond training data.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Transformers as a Computational Model - What Was Revolutionized by the "Transformer Revolution?"

0 rewiews
Explore the paradigm shift in machine learning brought by transformers, examining new research questions and recent findings in AI development.
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1 Lesons
44 minutes
On-Demand
Free-Video
Simons Institute

Exact Solutions to the Geometric Dynamics of Signal Propagation Through Transformers

0 rewiews
Explore exact solutions to geometric dynamics of signal propagation in transformers, predicting their behavior as computational models.
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1 Lesons
44 minutes
On-Demand
Free-Video
Simons Institute

Language Generation in the Limit - Transformers as a Computational Model

0 rewiews
Explore language generation using basic specifications, contrasting with language learning models. Discover non-trivial guarantees for generating valid new strings from unknown languages.
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1 Lesons
52 minutes
On-Demand
Free-Video
Simons Institute

Computational Benefits and Limitations of Transformers and State-Space Models

0 rewiews
Explore mechanisms enabling retrieval, copying, and length generalization in language models. Compare Transformers' excellence with LSTM and state-space models' limitations in sequence modeling tasks.
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1 Lesons
51 minutes
On-Demand
Free-Video
Simons Institute

Iterated Models: Expressive Power, Learning, and Chain of Thought

0 rewiews
Explore sequence-to-sequence models, focusing on transformers, their computational power, and learning complexities. Gain insights into iterated functions and chain of thought.
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1 Lesons
54 minutes
On-Demand
Free-Video
Simons Institute

The Parallelism Tradeoff: Understanding Transformer Expressivity Through Circuit Complexity

0 rewiews
Explore transformer neural nets' computational power and limitations through circuit complexity analysis, revealing insights into parallelism tradeoffs in large-scale model architectures.
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1 Lesons
45 minutes
On-Demand
Free-Video
Simons Institute

Limitations of Attention Mechanism in Transformers - Implications for Generalization and Optimization

0 rewiews
Explore Transformer's reasoning capabilities and limitations in sequential tasks, examining optimization challenges and out-of-distribution generalization issues compared to RNNs.
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1 Lesons
48 minutes
On-Demand
Free-Video
Simons Institute

Transformers as a Computational Model

0 rewiews
Explore Transformers as a computational model with Misha Belkin, delving into their architecture, capabilities, and implications for AI research and applications.
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1 Lesons
53 minutes
On-Demand
Free-Video
Institute for Advanced Study

Modularity, Attention and Credit Assignment Computations - Anirudh Goyal

0 rewiews
Explore modularity, attention, and credit assignment in computational models, focusing on complex generalization, independent mechanisms, and selective activation for improved learning and problem-solving.
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27 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Simons Institute

Approximations and Workarounds in Intuitive Physics and Imagination

0 rewiews
Explores computational models and behavioral studies of human intuitive physics, examining approximations and limitations in mental simulations for everyday object interactions.
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1 Lesons
37 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Computational Models of Human Cognition - Part 2

0 rewiews
Explore advanced computational methods in cognitive science, covering perception, memory, language, and reasoning. Gain insights into modeling human cognition and intelligence.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Computational Models of Human Cognition - Part 1

0 rewiews
Explore computational methods in cognitive science, covering perception, memory, language, and reasoning. Gain insights into modeling human cognition through advanced techniques.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Alan Turing Institute

Deep and Multi-Fidelity Learning with Gaussian Processes

0 rewiews
Explore uncertainty quantification using Gaussian Process emulators for complex systems, focusing on deep learning and multi-fidelity approaches in climate, tsunami, and earthquake modeling.
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1 Lesons
25 minutes
On-Demand
Free-Video
MITCBMM

Predicting and Perceiving Degraded Speech

0 rewiews
Explore speech perception challenges, cochlear implants, and predictive coding in this talk on improving speech understanding and perceptual learning for degraded speech signals.
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18 Lesons
41 minutes
On-Demand
Free-Video
MITCBMM

What You See Is What IT Gets - Responses in Primate Visual Cortex During Natural Viewing

0 rewiews
Explores primate visual cortex responses during natural viewing, revealing how neurons in the interior temporal cortex react to faces and repeated fixations, providing insights into our stable visual perception.
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8 Lesons
38 minutes
On-Demand
Free-Video
Simons Institute

What Neural Machinery is Needed for Language Acquisition

0 rewiews
Explore the neural mechanisms underlying language acquisition, integrating insights from AI, psychology, and neuroscience to understand higher-level intelligence.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

A Converse for Fault-tolerant Quantum Computation - Fundamentals and Lower Bounds

0 rewiews
Delve into quantum computation fundamentals, exploring fault tolerance, redundancy bounds, and noise thresholds in quantum systems through advanced mathematical and theoretical frameworks.
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12 Lesons
56 minutes
On-Demand
Free-Video
USC Information Sciences Institute

AI on the Edge: Neuromorphic Computing - Session 2

0 rewiews
Explore neuromorphic computing through research on brain-machine interfaces, electronic skin, hippocampal memory prostheses, and retina-inspired circuits.
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1 Lesons
51 minutes
On-Demand
Free-Video
USC Information Sciences Institute

The Computational Gauntlet of Human-Like Learning

0 rewiews
Explore AI systems that mimic human-like learning in mathematics and driving. Discover characteristics of human behavior that challenge traditional machine learning approaches and offer new paths to expertise acquisition.
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21 Lesons
1 hour 2 minutes
On-Demand
Free-Video
ACM SIGPLAN

Visualizing a Nondeterministic to Deterministic Finite-State Machine Transformation

0 rewiews
Explore the visualization of transforming nondeterministic finite-state machines to deterministic ones in this insightful presentation.
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1 Lesons
28 minutes
On-Demand
Free-Video
Graham Neubig

Multilingual NLP 2022 - Language Contact and Change

0 rewiews
Explore language change, contact, and crosslingual similarities. Learn about loanwords, cognates, and computational models for transliteration and lexicon induction.
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20 Lesons
32 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP: Language Contact and Similarity Across Languages

0 rewiews
Explore computational models of language contact, lexical borrowing, and cross-lingual similarities in this multilingual NLP lecture on language evolution and interaction.
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19 Lesons
30 minutes
On-Demand
Free-Video
TheIACR

On QA-NIZK in the BPK Model

0 rewiews
Exploration of QA-NIZK in the BPK model, discussing soundness, subversion security, and new results for Kiltz-Wee QA-NIZK, with implications for persistent zero-knowledge.
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11 Lesons
24 minutes
On-Demand
Free-Video
IEEE

Post-Quantum WireGuard

0 rewiews
Explore post-quantum cryptography in WireGuard, covering core handshake security, computational models, and key confidentiality for enhanced network protection.
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10 Lesons
15 minutes
On-Demand
Free-Video
Yannic Kilcher

Growing Neural Cellular Automata

0 rewiews
Explore neural cellular automata that learn to grow complex patterns through local interactions, mimicking biological morphogenesis and self-organization in a fascinating, interactive model.
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1 Lesons
16 minutes
On-Demand
Free-Video
Simons Institute

The Science of Cause and Effect - From Deep Learning to Deep Understanding

0 rewiews
Explore the foundations of causal reasoning and its impact on AI, decision-making, and scientific understanding with UCLA's Judea Pearl, a Turing Award winner and pioneer in probabilistic reasoning.
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15 Lesons
1 hour 51 minutes
On-Demand
Free-Video
MITCBMM

How Brain Computations Can Inspire New Paths in AI - Part 2

0 rewiews
Explore brain-inspired AI advancements, focusing on object recognition, contextual reasoning, and model performance. Gain insights into cutting-edge computational approaches and their applications.
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22 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Ryan O'Donnell

Computational Models - Turing Machines - CMU - CS Theory Toolkit

0 rewiews
Explore Turing Machines as a computational model, covering historical advantages, multitape variations, and key concepts like memory, time, and space bounds in theoretical computer science.
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12 Lesons
26 minutes
On-Demand
Free-Video
Simons Institute

Practical Dynamic Graph Algorithms - Data Structures and Connections Between Models

0 rewiews
Explore efficient data structures and techniques for dynamic graph algorithms across multiple computational models, focusing on k-core decomposition, densest subgraph, and triangle counting problems.
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1 Lesons
43 minutes
On-Demand
Free-Video
Alan Turing Institute

Alan Turing and the Other Theory of Computing and Can a Machine Be Conscious?

0 rewiews
Explore neuroscience advances in understanding consciousness, including the Global Workspace Model and its computational implications, with insights on free will and determinism.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
IEEE

Towards Optimal Separations between Quantum and Randomized Query Complexities

0 rewiews
Explore the intriguing gap between quantum and randomized query complexities, delving into cutting-edge research on optimal separations and their implications for computational theory.
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1 Lesons
36 minutes
On-Demand
Free-Video
IEEE

What Can Theoretical Computer Science Contribute to the Discussion of Consciousness

0 rewiews
Explore the intersection of theoretical computer science and consciousness, examining potential insights and contributions to this complex philosophical debate.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
GOTO Conferences

An Alien Lambda Calculus - Exploring Alternative Computational Models

0 rewiews
Explore an alien lambda calculus: a thought experiment on alternate physics and philosophies, offering insights into compiler design and functional programming concepts.
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1 Lesons
30 minutes
On-Demand
Free-Video
Wolfram

What's Really Going On in Machine Learning? Some Minimal Models - Stephen Wolfram Reading

0 rewiews
Explore Stephen Wolfram's insights on machine learning through minimal models, covering neural nets, discrete rule arrays, and optimization processes. Gain a deeper understanding of ML fundamentals and their implications.
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15 Lesons
2 hours 23 minutes
On-Demand
Free-Video
IEEE

Pseudospectral Shattering the Sign Function and Diagonalization in Nearly Matrix Multiplication Time

0 rewiews
Explore advanced matrix algorithms, including pseudospectral shattering and diagonalization techniques, for efficient computation in nearly matrix multiplication time.
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7 Lesons
20 minutes
On-Demand
Free-Video
Simons Institute

The Conscious Turing Machine as a Model for Artificial General Intelligence

0 rewiews
Explore the Conscious Turing Machine model and its implications for AGI development through Manuel Blum's insightful analysis of computational consciousness and intelligence.
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1 Lesons
24 minutes
On-Demand
Free-Video
Houston Methodist DeBakey CV Education

Advances in Model Guided Surgery and Intervention

0 rewiews
Explore the future of surgical technology through computational models, automation, and real-time data integration for enhanced procedural medicine and treatment delivery systems.
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1 Lesons
29 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Weighted Relational Models

0 rewiews
Explore weighted relational models in differential λ-calculus and linear logic with Guy McCusker's insightful conference talk at CIRM.
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1 Lesons
58 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Shear-Induced Dynamics and Mechanical Responses in Biological Tissues

0 rewiews
Explore computational models of biological tissue mechanics under shear forces, examining solidification, thickening, plasticity, and multilayered responses in developmental processes.
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1 Lesons
43 minutes
On-Demand
Free-Video
MGH Martinos Center

Functional and Structural Connectome of Reinforcement Learning

0 rewiews
Explore functional and structural connectomes of reinforcement learning, focusing on neural substrates, computational models, and applications in depression research.
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18 Lesons
39 minutes
On-Demand
Free-Video
Georgia Tech Research

Towards Biologically Plausible Intelligence

0 rewiews
Explore biologically plausible intelligence with Dr. Christos Papadimitriou's seminar, delving into cutting-edge research on brain-inspired computational models and cognitive processes.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
BIMSA

Optimization: The Philosophical Background of Artificial Intelligence

0 rewiews
Explore optimization's role in AI, computational models, and its impact on modern science. Gain insights into efficient optimization schemes related to human activity.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
BIMSA

The Important Roles of Modeling in the Development of Climate Science

0 rewiews
Explore the evolution of climate science through modeling, from simple energy balance models to sophisticated Earth System Models, and their role in understanding and predicting climate change.
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1 Lesons
1 hour
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Tutorial on Cellular Automata - Lecture 2

0 rewiews
Explore advanced concepts in cellular automata, including complex patterns and computational models, in this in-depth mathematical lecture.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Scaling Intelligence the Human Way

0 rewiews
Explore groundbreaking insights into human-inspired AI development and intelligence scaling through MIT researcher Josh Tenenbaum's analysis of naturalistic approaches to artificial intelligence.
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1 Lesons
1 hour
On-Demand
Free-Video