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#Causality

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University of Cambridge

Distributed Systems

4 rewiews
These videos form an 8-lecture series on distributed systems, given as part of the undergraduate computer science course at the University of Cambridge.
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23 Lesons
7 hours
On-Demand
Free-Video
IEEE Signal Processing Society

Geometric Deep Learning for Drug Discovery

1 rewiews
Explore geometric deep learning techniques for drug discovery, covering graph neural networks, molecule generation, and retrosynthetic prediction. Gain insights into cutting-edge research and applications in pharmaceutical development.
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21 Lesons
58 minutes
On-Demand
Free-Video
Stanford University

Extending the Theory of ML for Human-Centric Applications

0 rewiews
Exploring ML challenges in real-world applications, focusing on data manipulation, multi-objective optimization, and robustness in dynamic environments with human-centric considerations.
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18 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Yale University

Durkheim and Social Facts - Foundations of Modern Social Thought

0 rewiews
Explore Durkheim's sociological methodology, examining social facts, collective representations, and the challenges of objectively studying society's values and sentiments.
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6 Lesons
51 minutes
On-Demand
Free-Video
Yale University

Introduction to the Four-Vector in Special Relativity - Lecture 14

0 rewiews
Explore the four-vector concept in physics, unifying space-time coordinates and energy-momentum, with emphasis on Lorentz transformations and the invariant space-time interval.
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7 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Santa Fe Institute

David Krakauer on Emergent Political Economies and A Science of Possibility

0 rewiews
Exploring emergent political economies through complexity science, examining historical tensions, mathematical approaches, and collective computation to understand societal dynamics and possibilities.
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12 Lesons
53 minutes
On-Demand
Free-Video
Santa Fe Institute

What Makes the Past Different from the Future?

0 rewiews
Explore the fundamental differences between past and future, examining scientific concepts and philosophical implications in this thought-provoking lecture on time's arrow.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Broad Institute

Causal Representation Learning Through Multi-Modal Data Integration

0 rewiews
Explore causal representation learning techniques for integrating multi-modal data in this workshop by Caroline Uhler from MIT and Broad Institute.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Bridging the Gap: Deep Learning and Causality

0 rewiews
Explore the intersection of deep learning and causality, focusing on bridging the gap between these fields. Gain insights into recent advancements and their applications in computational genomics.
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1 Lesons
26 minutes
On-Demand
Free-Video
Institute for Advanced Study

Priors for Semantic Variables - Yoshua Bengio

0 rewiews
Explore semantic variables, learning theory, and cognitive processes with Yoshua Bengio. Delve into attention mechanisms, causality, and modular recurrent networks for advanced machine learning insights.
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19 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Institute for Advanced Study

The Primacy of Experiment - Kyle Cranmer

0 rewiews
Explore the interplay between physics and mathematics, focusing on experimental validation and the potential for unifying theories in understanding the universe's fundamental laws.
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9 Lesons
34 minutes
On-Demand
Free-Video
Simons Institute

Causality in Machine Learning - Panel Discussion

0 rewiews
Experts discuss interpretable machine learning in natural and social sciences, exploring causal inference and its applications across various fields.
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1 Lesons
49 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Introduction to Performative Prediction - Tutorial 1

0 rewiews
Explore performative prediction in machine learning, examining its impact on data distribution, equilibrium challenges, and connections to statistics, game theory, and causality. Gain insights into steering and power dynamics in digital markets.
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1 Lesons
3 hours 10 minutes
On-Demand
Free-Video
Cooperative AI Foundation

Distributed Computing Meets Game Theory

0 rewiews
Explore the intersection of distributed computing and game theory, examining their synergies and applications in multi-agent systems and decision-making processes.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Wondrium

Time Travel Paradoxes in Doctor Who and Futurama - Sci-Phi: Science Fiction as Philosophy

0 rewiews
Explore time travel paradoxes through popular sci-fi, examining philosophical implications, Einstein's relativity, and potential solutions like branching timelines and predestination, challenging our understanding of causality and reality.
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15 Lesons
35 minutes
On-Demand
Free-Video
Complexity Explorer

Networks from Real Data - Algorithmic Information Dynamics

0 rewiews
Explore algorithmic information dynamics and its applications in causality and living systems, from networks to cells, using computational approaches.
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1 Lesons
21 minutes
On-Demand
Free-Video
TEDx

Correlation vs. Causality - Unraveling the Relationship

0 rewiews
Explore the crucial distinction between correlation and causation through real-world examples and philosophical insights, enhancing critical thinking skills for data interpretation and decision-making.
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1 Lesons
15 minutes
On-Demand
Free-Video
Simons Institute

Causality and Autoencoders in Light of Drug Repurposing for COVID-19

0 rewiews
Explore causal inference and autoencoders in drug repurposing for COVID-19, covering observational data, causality hierarchy, and predicting interventions with Caroline Uhler from MIT.
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11 Lesons
57 minutes
On-Demand
Free-Video
Simons Institute

Invariance, Causality and Novel Robustness

0 rewiews
Explore invariance, causality, and robustness in high-dimensional statistics. Learn about modern applications, heterogeneous data, and novel approaches to prediction problems using causal inference techniques.
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15 Lesons
44 minutes
On-Demand
Free-Video
Simons Institute

Morning Session- Causality

0 rewiews
Explore racial bias in data, examining tensions between quantitative and qualitative approaches. Experts discuss implications for fairness and accuracy in research and decision-making.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video
Data Science Festival

Causality in a Post-Cookie World

0 rewiews
Explore causal learning for data-driven marketing decisions in an era of privacy protection and unpredictable market conditions.
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1 Lesons
31 minutes
On-Demand
Free-Video
Valence Labs

A Tutorial on Causal Representation Learning

0 rewiews
Explore Causal Representation Learning: combining machine learning with causal assumptions to identify causal variables from low-level data. Gain insights into core problems and future directions in scientific discovery.
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13 Lesons
1 hour 21 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Causality: Philosophical Perspectives - Part 1

0 rewiews
Explore the concept of causality through the ideas of Aristotle, Hume, Kant, and Mill, gaining insights into philosophical perspectives on cause and effect relationships.
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1 Lesons
31 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Causality: Philosophical Perspectives - Part 2

0 rewiews
Explore philosophical perspectives on causality from Aristotle to Mill, deepening understanding of cause-effect relationships in scientific inquiry.
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1 Lesons
22 minutes
On-Demand
Free-Video
Probabilistic AI School

Causal Inference

0 rewiews
Explore causal inference concepts, methodologies, and applications in AI with expert Adèle H. Ribeiro. Gain insights into probabilistic reasoning and decision-making.
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1 Lesons
2 hours 24 minutes
On-Demand
Free-Video
Probabilistic AI School

Causal Inference - Lecture from Nordic Probabilistic AI School 2024

0 rewiews
Explore causal inference principles, techniques, and applications in AI with expert Adele Ribeiro. Gain insights into probabilistic modeling and decision-making.
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1 Lesons
2 hours 36 minutes
On-Demand
Free-Video
Shaw Talebi

Causal Effects - Introduction to the Potential Outcomes Framework

0 rewiews
Explore the Potential Outcomes Framework and three types of causal effects in this introductory video on causal inference, laying the groundwork for future discussions on observational data analysis.
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10 Lesons
11 minutes
On-Demand
Free-Video
BIMSA

Quasi-Dynamic System Representation of Multiple Nonlinear Regression

0 rewiews
Explore evolutionary game theory and allometric scaling to model nonlinear relationships between variables, overcoming limitations of linear regression for complex systems analysis.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Causal AI for Web and Healthcare

0 rewiews
Explore causal AI applications in web and healthcare using knowledge graphs for intervention and counterfactual reasoning, model-based explainability, and domain-specific insights.
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1 Lesons
1 hour 38 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Understanding the Role of Causality in AI for Healthcare

0 rewiews
Explore causality's crucial role in AI for healthcare, focusing on improving patient care, addressing self-fulfilling prophecies, and enhancing treatment outcome predictions.
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1 Lesons
43 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Causality in Artificial Intelligence - Oral Session 3

0 rewiews
Explore cutting-edge research in causal inference, including bounding effects, model reduction, interventions in games, and causally abstracted bandits.
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1 Lesons
1 hour 35 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

All Causal DAGs Are Wrong but Some Are Useful

0 rewiews
Explore the concept of causal DAGs, their usefulness, and challenges in causal discovery. Gain insights into evaluating causal models without ground truth and understanding causality's meaning across various tasks.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Causal Representation Learning and Optimal Intervention Design

0 rewiews
Explore causal representation learning and optimal intervention design with Caroline Uhler's insightful keynote talk at UAI 2023.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Causal Representation Learning - Tutorial

0 rewiews
Explore causal representation learning, combining machine learning with causal assumptions to identify causal variables from low-level data. Gain insights into core problems and future directions in scientific discovery.
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1 Lesons
1 hour 59 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Towards Causal Foundations of Safe AI - Tutorial

0 rewiews
Explore causal foundations for safe AI, covering models, fairness, risks, and mitigation strategies to ensure ethical and beneficial AI decision-making.
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1 Lesons
1 hour 36 minutes
On-Demand
Free-Video
Simons Institute

Passive Learning of Causal Strategies in Language Models

0 rewiews
Exploring passive learning of causal strategies in AI, including generalization from interventional data and the role of natural language explanations in enhancing causal understanding.
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1 Lesons
56 minutes
On-Demand
Free-Video
Raman Research Institute

Understanding Spacetime from Causality and Discreteness

0 rewiews
Delve into the fundamental concepts of spacetime through the lens of causality and discreteness, exploring theoretical physics principles and their implications for our understanding of the universe.
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1 Lesons
1 hour
On-Demand
Free-Video
Perimeter Institute for Theoretical Physics

Spacetime Atoms and the Unity of Physics - Perimeter Public Lecture

0 rewiews
Explore black hole thermodynamics and the concept of spacetime atoms in this lecture by Fay Dowker. Discover how this theory unifies physics and suggests a granular structure of spacetime at microscopic scales.
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16 Lesons
1 hour 12 minutes
On-Demand
Free-Video
MITCBMM

Building Machines that Learn and Think Like People

0 rewiews
Explore computational neuroscience and AI inspired by human cognition, covering intuitive theories, compositionality, and learning to learn for more human-like artificial intelligence.
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25 Lesons
28 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Causality and Positivity with Gravity - Claudia de Rham

0 rewiews
Explores causality and positivity in gravitational theories, examining effective field theory bounds, scalar QED, and the interplay between gravity and quantum field theory concepts.
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17 Lesons
52 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Thermal Dark Energy and Other String Candidates - Susha Parameswaran - EFTBounds

0 rewiews
Explores string theory's implications for low-energy physics, focusing on thermal dark energy and other string candidates. Discusses swampland program, Weak Gravity Conjecture, and connections to particle phenomenology.
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25 Lesons
44 minutes
On-Demand
Free-Video
ICTP Mathematics

The Cosmic Censorship Conjectures in General Relativity - Lecture 3

0 rewiews
Explore cosmic censorship conjectures in general relativity, focusing on global high publicity, null infinity, and the Hawking pass, with expert Mihalis Dafermos.
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9 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Amplitudes - Lecture 2

0 rewiews
Explore advanced concepts in particle physics amplitudes, focusing on modern computational techniques and their applications in quantum field theory.
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1 Lesons
1 hour 34 minutes
On-Demand
Free-Video
Arvin Ash

How Space and Time Form Spacetime - Understanding the 4D Universe

0 rewiews
Explore how space and time unite in spacetime, the foundation of modern physics. Discover the math, implications, and reasons behind our 3+1 dimensional universe.
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8 Lesons
16 minutes
On-Demand
Free-Video
Arvin Ash

Why No One Knows If Photons Really Are Massless - What If They Aren't?

0 rewiews
Explores the possibility of photons having mass, challenging assumptions about light speed and its implications for physics, causality, and our understanding of the universe.
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8 Lesons
13 minutes
On-Demand
Free-Video
Arvin Ash

Quantum Fields: The Most Beautiful Theory in Physics

0 rewiews
Explore quantum field theory, its historical context, advantages over quantum mechanics, and role in explaining particle interactions and forces in modern physics.
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8 Lesons
15 minutes
On-Demand
Free-Video
Arvin Ash

The Black Hole Information Paradox - Breaking Physics and Conservation Laws

0 rewiews
Explore the mind-bending paradox of black holes destroying information, challenging fundamental physics laws and our understanding of causality, determinism, and the universe's workings.
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7 Lesons
16 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Diagnosing Steinmann Violation Using Minimal Cuts

0 rewiews
Explore advanced techniques for diagnosing Steinmann Violation in particle physics using minimal cuts, enhancing understanding of scattering amplitudes and quantum field theory.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Conformal Field Theory and The Bootstrap - Lecture 1

0 rewiews
Explore conformal field theory and bootstrap methods in quantum physics with expert Balt van Rees, delving into S-matrices and their applications in theoretical physics.
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1 Lesons
1 hour 45 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Remarks on the Cosmological Constant as an Initial Condition for Milne-like Spacetimes

0 rewiews
Explore Milne-like spacetimes and their implications for the cosmological constant, early universe expansion, and inflationary scenarios in this advanced physics lecture.
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19 Lesons
39 minutes
On-Demand
Free-Video
ICTP-SAIFR

Amplitudes and Applications - Class 1

0 rewiews
Explore amplitudes and their applications in particle physics through an in-depth lecture series, focusing on advanced concepts and cutting-edge research.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Functional Networks of Weather Events Propagation Between Airports

0 rewiews
Explore weather event propagation between airports using functional networks, analyzing data sources, statistical tools, and network subdivision for quantitative insights.
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13 Lesons
21 minutes
On-Demand
Free-Video
Valence Labs

Combinatorial Perturbation Prediction Using Causally-Inspired Neural Networks

0 rewiews
Explore PDGRAPHER, a novel graph neural network model for phenotype-driven drug discovery. Learn how it predicts perturbagens to reverse disease effects, offering faster and more efficient therapeutic target identification.
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7 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Bolei Zhou

Human-Centric AI for Computer Vision and Machine Autonomy - ICCV'21 Tutorial

0 rewiews
Explore human-centric AI in computer vision, covering explainable models, interpretable neural networks, and interactive machine learning for improved AI systems and autonomous machines.
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26 Lesons
39 minutes
On-Demand
Free-Video
Models of Consciousness Conferences

William Marshall – A Measure for Intrinsic Information

0 rewiews
Explores a unique information measure reflecting intrinsic perspectives in communication, with implications for integrated information theory and consciousness.
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8 Lesons
21 minutes
On-Demand
Free-Video
Simons Institute

Algorithmic Fairness From The Lens Of Causality And Information Theory

0 rewiews
Explore algorithmic fairness through causality and information theory, focusing on identifying and explaining sources of disparity in ML models and quantifying accuracy-fairness trade-offs.
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13 Lesons
37 minutes
On-Demand
Free-Video
Complexity Explorer

Computing the Uncomputable: The Coding Theorem Method - Unit 6, Module 2

0 rewiews
Explore the Coding Theorem Method for computing uncomputable functions, delving into algorithmic information dynamics and its applications in causality and living systems.
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1 Lesons
26 minutes
On-Demand
Free-Video
Complexity Explorer

Cellular Automata: Algorithmic Information Dynamics in Living Systems

0 rewiews
Explore cellular automata, a computational model for complex systems, and their applications in studying causality and living systems from networks to cells.
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1 Lesons
21 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Bayesian Networks for Causal Reasoning - Lecture 1

0 rewiews
Introduction to Bayesian networks for causal reasoning in healthcare, exploring their application in analyzing clinical data and inferring patterns to improve patient outcomes and medical decision-making.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Translation Tutorial - Causal Fairness Analysis

0 rewiews
Explore causal fairness analysis in AI, covering structural causal models, causal diagrams, and demographic disparities. Learn why causality matters and how to address fairness challenges in artificial intelligence.
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12 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Strange Loop Conference

Partitions for Everyone

0 rewiews
Explores network partitions in distributed systems, revealing design limits and bugs. Demonstrates challenges in building reliable distributed services through real-world testing of popular systems.
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13 Lesons
43 minutes
On-Demand
Free-Video
Strange Loop Conference

How to Have Your Causality and Wall Clocks, Too

0 rewiews
Explore distributed monotonic clocks for causality and wall clock time synchronization in microservices. Learn about implementation, protocols, and applications in distributed systems.
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16 Lesons
42 minutes
On-Demand
Free-Video
WeAreDevelopers

Experimentation

0 rewiews
Colin McFarland shares insights on scaling experimentation in businesses, covering causality, common pitfalls, and how tooling and education drive data-focused culture for competitive advantage.
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14 Lesons
18 minutes
On-Demand
Free-Video
Models of Consciousness Conferences

Why Nature Does Not Like Zombies - Unifying Lower and Higher Order Theories of Consciousness: A Computational Approach

0 rewiews
Explore a computational theory unifying consciousness levels, examining why natural selection favors conscious beings over unconscious zombies through the lens of causal learning and self-awareness.
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1 Lesons
24 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Causality Constraints on Effective Field Theories

0 rewiews
Explore causality's role in constraining higher derivative corrections to Einstein Maxwell theory through photon scattering off charged shock waves, examining gravitational effects and IR divergences.
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1 Lesons
26 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Climbing the Ladder of Causation Toward Mid-Level Vision

0 rewiews
Explore mid-level visual concepts and their origins through Counterfactual World Models, examining how unsupervised algorithms can enhance machine and biological vision understanding.
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1 Lesons
58 minutes
On-Demand
Free-Video
NCCR SwissMAP

Potential Realism: Classical and Quantum Indeterminism

0 rewiews
Explore classical and quantum indeterminism through potential realism, examining propensities in physics for a realistic yet indeterministic perspective.
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1 Lesons
55 minutes
On-Demand
Free-Video
NCCR SwissMAP

Quantum Randomness: Certified Randomness in Quantum Physics

0 rewiews
Explore quantum randomness, correlations, and causality in physics. Learn about Bell inequalities, quantum violations, and the nature of randomness in quantum systems.
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10 Lesons
49 minutes
On-Demand
Free-Video
Spring I/O

Navigating the Complexities of Service-to-Service Invocations - Deep Dive Into Causality

0 rewiews
Explore tools and techniques for visualizing causality in Spring services, including traces, workflows, and service meshes. Learn to enhance system design and collaboration through causal relationship insights.
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1 Lesons
41 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Physical Limits of Non-Hermitian and Non-Reciprocal Devices

0 rewiews
Explore physical limits of non-Hermitian and non-reciprocal devices, focusing on causality constraints, experimental protocols, and density of states in passive systems.
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11 Lesons
1 hour 20 minutes
On-Demand
Free-Video
ICTP-SAIFR

Amplitudes and Applications - Class 5

0 rewiews
Explore advanced concepts in particle physics, focusing on amplitudes and their applications in the final session of a comprehensive series.
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1 Lesons
1 hour 38 minutes
On-Demand
Free-Video
AI Doctoral Academy

Hybrid and Causal Machine Learning in the Earth Sciences - Lecture 36

0 rewiews
Explore hybrid and causal machine learning applications in Earth sciences, focusing on advanced AI techniques for environmental data analysis and modeling.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Open Problems in European Artificial Intelligence

0 rewiews
Explore open challenges in European AI with Prof. Schölkopf, delving into cutting-edge research and future directions in the field.
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1 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Quantum-Circuit Models for Many-Body Physics Out of Equilibrium - Lecture 1

0 rewiews
Explore quantum-circuit models for non-equilibrium many-body physics, covering quantum cellular automata, local Hamiltonian dynamics, and locality-preserving unitaries.
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14 Lesons
1 hour 49 minutes
On-Demand
Free-Video
Simons Institute

On Spurious Associations and Large Language Model Alignment

0 rewiews
Delve into the complex relationship between LLM alignment goals and their unintended effects, exploring how targeted improvements may create unexpected output changes.
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1 Lesons
45 minutes
On-Demand
Free-Video
Models of Consciousness Conferences

Why Nature Does Not Like Zombies - Unifying Lower and Higher Order Theories of Consciousness: A Computational Approach

0 rewiews
Explore a computational theory unifying consciousness levels, explaining why natural selection favors conscious beings over unconscious zombies through causal learning and self-awareness mechanisms.
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1 Lesons
24 minutes
On-Demand
Free-Video
Raman Research Institute

Predictability in General Relativity - Session 2

0 rewiews
Dive into advanced concepts of predictability within General Relativity theory, exploring mathematical frameworks and theoretical implications for spacetime dynamics.
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1 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Raman Research Institute

Predictability in General Relativity - Session 3

0 rewiews
Delve into advanced concepts of predictability within General Relativity theory through expert discussions and mathematical explorations of spacetime dynamics and gravitational phenomena.
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1 Lesons
2 hours 27 minutes
On-Demand
Free-Video
Raman Research Institute

Predictability in General Relativity - Day 2 Session 1

0 rewiews
Delve into advanced concepts of predictability within General Relativity through theoretical frameworks and mathematical analysis of spacetime dynamics and gravitational phenomena.
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1 Lesons
2 hours 19 minutes
On-Demand
Free-Video
Raman Research Institute

Predictability in General Relativity - Day 2 Session 2

0 rewiews
Delve into advanced concepts of predictability within General Relativity theory through detailed mathematical analysis and theoretical frameworks in this academic session.
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1 Lesons
2 hours 37 minutes
On-Demand
Free-Video