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01:55:00 Week 4 Algorithms and Machine Learning Week 4 Algorithms and Machine Learning	Week 4 Algorithms and Machine Learning Internet and Society 2022 internet studies algorithms machine learning bias things algorithm lot model computer models google money thing companies idea sorts rules answer society engine computers bit sort From James Stewart 0 likes 8 plays 0 Publisher UoE Licence Type Creative Commons - Attribution Non Commercial Date Created October 10th, 2022
23:54 AML: Clustering - Hierarchical Clustering AML: Clustering - Hierarchical Clustering	AML: Clustering - Hierarchical Clustering Applied Machine Learning - INFR11211 AML: Clustering - Hierarchical Clustering Part 2/3 aml machine learning clustering hierarchical clustering clusters distance points cluster distances process algorithm level means step things pairwise point hierarchy pairs approach j. formulation measure From Siddharth N 0 likes 188 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
20:20 AML: Ethics and Fairness - The ART Principles AML: Ethics and Fairness - The ART Principles	AML: Ethics and Fairness - The ART Principles Applied Machine Learning - INFR11211 AML: Ethics and Fairness - The ART Principles (Guest Lecture: Nadin Kokciyan) Part 2/3 aml machine learning fairness ethics ai explanations explanation systems problem paper transparency decision things moment socio users trust lot algorithm decisions society gdpr term box From Siddharth N 1 likes 83 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
46:01 Data and AI ethics Data and AI ethics	Data and AI ethics Data and AI ethics is a one-hour webinar designed to introduce staff and students to the basic concepts.Using five genuine and timely data and AI case-studies, the three main philosophical… data skills digital skills and training ethics person approach algorithm customers facebook companies app students organisation virtue potholes credit areas boston problem tech things decision consequentialism From Tracy Steinberg 0 likes 22 plays 0 Publisher Tracy Steinberg Licence Type All rights reserved The University of Edinburgh Language British English Date Created October 18th, 2022
15:58 AML: Optimisation - Gradient Descent AML: Optimisation - Gradient Descent	AML: Optimisation - Gradient Descent Applied Machine Learning - INFR11211 AML: Optimisation - Gradient Descent Part 2/3 aml machine learning optimisation gradients function gradient step direction error size weight times algorithm rate point weights optimization region learning perturbation steps taylor descent From Siddharth N 0 likes 199 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
56:31 Alice Pellet-Mary - Some Attacks on Algebraic… Alice Pellet-Mary - Some Attacks on Algebraic Lattice Problems	Alice Pellet-Mary - Some Attacks on Algebraic Lattice Problems Subtitles will be added at a later date. 27 July 2022 Foundations and Applications of Lattice-based Cryptography Alice Pellet-Mary, Bordeaux University Some Attacks on Algebraic Lattice Problems units log root fields field attack approximation unit lattice factor size basis point generator elements algorithm idea times attacks points From Greg McCracken 0 likes 17 plays 0 Publisher Liam Holligan Licence Type All rights reserved Language English Date Created August 2nd, 2022 Retain Source File Yes
01:26:58 Martin Albrecht - Solving the Learning with… Martin Albrecht - Solving the Learning with Errors Problem	Martin Albrecht - Solving the Learning with Errors Problem Subtitles will be added at a later date. 26 July 2022 Foundations and Applications of Lattice-based Cryptography Martin Albrecht, Royal Holloway, University of London Solving the Learning with… vector basis thing vectors lattice algorithm dimension reduction beta shape bit volume problem kind cost input oracle algorithms enumeration block From Greg McCracken 0 likes 31 plays 0 Publisher Liam Holligan Licence Type All rights reserved Language English Date Created August 2nd, 2022 Retain Source File Yes
01:27:52 Damien Stehlé - Introduction to… Damien Stehlé - Introduction to Lattice-based Cryptography (Pt 1)	Damien Stehlé - Introduction to Lattice-based Cryptography (Pt 1) Subtitles will be added at a later date. 25 July 2022 Foundations and Applications of Lattice-based Cryptography Damien Stehlé, ENS Lyon Introduction to Lattice-based Cryptography (Pt 1) vector times basis lattice vectors probability determinant dimension columns reduction algorithm gamma minimum matrix problem factor combinations emma rows metrics From Liam Holligan 0 likes 123 plays 0 Publisher Liam Holligan Licence Type All rights reserved Language English Date Created August 2nd, 2022 Retain Source File Yes
24:24 Proof complexity of CSP - Azza Gayasin Proof complexity of CSP - Azza Gayasin	Proof complexity of CSP - Azza Gayasin Mathematical Approaches to Lower Bounds: Complexity of Proofs and Computation Proof complexity of CSP by Azza Gaysin, The Charles University in Prague icms instance algebra solution relation csp algorithm linear factorise constraint domain homomorphism theta universe iteration theorem operation relations constraints step congruence From Iain Cms 0 likes 20 plays 0 Licence Type All rights reserved Date Created July 8th, 2022
28:01 On the range avoidance problem for circuits -… On the range avoidance problem for circuits - Hanlin Ren	On the range avoidance problem for circuits - Hanlin Ren Mathematical Approaches to Lower Bounds: Complexity of Proofs and Computation On the range avoidance problem for circuits University of Oxford Hanlin Ren icms complexity problem proof generator output string algorithm input katie p. length circuit algorithms sense programme talk hypothesis stretch capacity inputs From Iain Cms 0 likes 27 plays 0 Licence Type All rights reserved Date Created July 5th, 2022
30:04 Learning from equivalence queries and… Learning from equivalence queries and unprovability of circuit upper bounds - Igor Oliveira	Learning from equivalence queries and unprovability of circuit upper bounds - Igor Oliveira Mathematical Approaches to Lower Bounds: Complexity of Proofs and Computation Learning from equivalence queries and unprovability of circuit upper bounds University of Warwick Igor Oliveira icms learning algorithms size queries language algorithm circuit np theory bounds proof instance counterexamples probability problem uniform form randomness result complexity From Iain Cms 0 likes 20 plays 0 Licence Type All rights reserved Date Created July 5th, 2022
26:32 Connections between total search and lower bounds… Connections between total search and lower bounds - Oliver Korten	Connections between total search and lower bounds - Oliver Korten Mathematical Approaches to Lower Bounds: Complexity of Proofs and Computation Connections between total search and lower bounds Columbia university, US Oliver Korten icms epsilon principle space machine algorithm theorem memory sort problem string bit length computation bits thing pigeonhole machines input simulation circuit From Iain Cms 0 likes 12 plays 0 Licence Type All rights reserved Date Created July 4th, 2022
$Thumbnail for entry Beyond $\log n/\log\log n$ Iterations: Non-Asymptomatic Analysis for Approximate Message Passing - Yuting Wei$ 37:34 Beyond $\log n/\log\log n$ Iterations:… Beyond $\log n/\log\log n$ Iterations: Non-Asymptomatic Analysis for Approximate Message Passing - Yuting Wei	Beyond $\log n/\log\log n$ Iterations: Non-Asymptomatic Analysis for Approximate Message Passing - Yuting Wei Structural Breaks and Shape Constraints Beyond $\log n/\log\log n$ Iterations: Non-Asymptomatic Analysis for Approximate Message Passing Yuting Wei (University of Pennsylvania) 19 May 2022 icms amp star signal log estimator algorithm formula synchronisation beta times alpha n. function term distribution lambda result models theory matrix From Iain Cms 0 likes 24 plays 0 Licence Type All rights reserved Language english Date Created May 23rd, 2022
52:33 Root and Community Inference on Preferential… Root and Community Inference on Preferential Attachment Networks - Min Xu	Root and Community Inference on Preferential Attachment Networks - Min Xu Structural Breaks and Shape Constraints Root Community Inference on Preferential Attachment Networks Min Xu (Rutgers University) 18 May 2022 icms tree node graph nodes root degree model size confidence trees cluster probability network edges paper lot alpha beta algorithm distribution From Iain Cms 0 likes 38 plays 0 Licence Type All rights reserved Language English Date Created May 19th, 2022
42:42 Tree-Projected Gradient Descent for Estimating… Tree-Projected Gradient Descent for Estimating Gradient-Sparse Parameters on Graphs - Zhou Fan	Tree-Projected Gradient Descent for Estimating Gradient-Sparse Parameters on Graphs - Zhou Fan Structural Breaks and Shape Constraints Tree-Projected Gradient Descent for Estimating Gradient-Sparse Parameters on Graphs Zhou Fan (Yale University) 17 May 2022 icms tree graph star edge sparsity theta kind gradient subspace loss idea algorithm projection space step question problem factor kinds edges From Iain Cms 0 likes 25 plays 0 Licence Type All rights reserved Language English Date Created May 19th, 2022
46:55 Fast Online Changepoint Detection via Functional… Fast Online Changepoint Detection via Functional Pruning CUSUM Statistics - Paul Fearnhead	Fast Online Changepoint Detection via Functional Pruning CUSUM Statistics - Paul Fearnhead Structural Breaks and Shape Constraints Fast Online Changepoint Detection via Functional Pruning CUSUM Statistics Paul Fearnhead (Lancaster University) 17 May 2022 icms quadratics change sort algorithm point quadratic likelihood mu ray test maximum cost burst sum window t. bit points values statistic From Iain Cms 0 likes 77 plays 0 Licence Type All rights reserved Language English Date Created May 19th, 2022

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