Search for tag: "gradients"

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AML: Optimisation - Stochastic Gradient Descent duration 15 minutes 30 seconds AML: Optimisation - Stochastic Gradient Descent AML: Optimisation - Stochastic Gradient Descent	AML: Optimisation - Stochastic Gradient Descent Applied Machine Learning - INFR11211 AML: Optimisation - Stochastic Gradient Descent Part 3/3 gradient descent points point things direction gradients error minimum function step dataset problems estimate weight variance estimator space sum loss From Siddharth N 2 likes 401 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
AML: Optimisation - Gradient Descent duration 15 minutes 58 seconds 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 1 likes 448 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
XAI Lecture Recording - Deletion Diagnostics… duration 11 minutes 14 seconds XAI Lecture Recording - Deletion Diagnostics… XAI Lecture Recording - Deletion Diagnostics (Part 3)	XAI Lecture Recording - Deletion Diagnostics (Part 3) This lecture will cover the Deletion Diagnostics technique. xai xai course explainable machine learning model deletion instance diagnostics function influence instances parameters functions loss training questions removal gradients lecture feature matrix difference approach From Auste Simkute 0 likes 31 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
Multivariate Extremes: Callum Barltrop duration 14 minutes 38 seconds Multivariate Extremes: Callum Barltrop Multivariate Extremes: Callum Barltrop	Multivariate Extremes: Callum Barltrop This talk has been automatically captioned. You can remove these by pressing CC on the video toolbar. Name: Callum Barltrop Talk Title: Novel diagnostic and uncertainty characterisation tools… eva curve probability uncertainty model point curves kind points return regions estimates risk event approach gradients problem bit models p. dependence From Belle Taylor 0 likes 48 plays 0 Publisher Centre for Statistics Licence Type All rights reserved Language English Date Created June 29th, 2021
MLP Advanced NN Tutorial 05 - Transformers;… duration 1 hour 37 minutes MLP Advanced NN Tutorial 05 - Transformers;… MLP Advanced NN Tutorial 05 - Transformers; Meta-Learning	MLP Advanced NN Tutorial 05 - Transformers; Meta-Learning Machine Learning Practical advanced tutorial (optional) - Session 5 (Week 11). machine learning deep learning transformers meta-learning learner training learning thing model loop things network test tasks process meta task attention gradients respect loss parameters generalisation layer From Pavlos Andreadis 1 likes 55 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 08 - Convolutional Neural Networks… duration 55 minutes 0 seconds MLP Lecture 08 - Convolutional Neural Networks… MLP Lecture 08 - Convolutional Neural Networks (2) - 2019 temp version	MLP Lecture 08 - Convolutional Neural Networks (2) - 2019 temp version Machine Learning Practical (MLP) Lecture 08, temporary 2019-20 live version. machine learning deep learning convolution layers inputs output gradients kernel weights error From Pavlos Andreadis 1 likes 526 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 07 - Clip 09 - a Short History of CNNs duration 4 minutes 19 seconds MLP Lecture 07 - Clip 09 - a Short History of CNNs MLP Lecture 07 - Clip 09 - a Short History of CNNs	MLP Lecture 07 - Clip 09 - a Short History of CNNs Machine Learning Practical (MLP) Lecture 07, Clip 09 / 09. machine learning deep learning times maps feature network size image nets class performance networks kernel features gradients lecture layers probability classes error classification model From Pavlos Andreadis 2 likes 470 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Q&A 1 - Session 2 (Week 5) duration 1 hour 3 minutes MLP Q&A 1 - Session 2 (Week 5) MLP Q&A 1 - Session 2 (Week 5)	MLP Q&A 1 - Session 2 (Week 5) Machine Learning Practical Q&A 1 - Session 2 (Week 5). machine learning deep learning gradients weights function entropy values input output activation lecture questions softmax From Pavlos Andreadis 1 likes 27 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 06 - Clip 01 - Vanishing &… duration 6 minutes 32 seconds MLP Lecture 06 - Clip 01 - Vanishing &… MLP Lecture 06 - Clip 01 - Vanishing & Exploding Gradients	MLP Lecture 06 - Clip 01 - Vanishing & Exploding Gradients Machine Learning Practical (MLP) Lecture 06, Clip 01 / 05. machine learning deep learning weights gradients times output problem network backpropagation gradient matrix activation transformation affine units problems week zeros matrices transformations function networks From Pavlos Andreadis 1 likes 533 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 05 - Clip 07 - Adam duration 2 minutes 39 seconds MLP Lecture 05 - Clip 07 - Adam MLP Lecture 05 - Clip 07 - Adam	MLP Lecture 05 - Clip 07 - Adam Machine Learning Practical (MLP) Lecture 05, Clip 07 / 07. machine learning deep learning momentum rms prop alpha gradient hyperparameters magnitudes minus adam hinton geoffrey networks techniques art gradients importance values hyperparameter change si From Pavlos Andreadis 2 likes 368 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 05 - Clip 06 - RMSProp duration 3 minutes 47 seconds MLP Lecture 05 - Clip 06 - RMSProp MLP Lecture 05 - Clip 06 - RMSProp	MLP Lecture 05 - Clip 06 - RMSProp Machine Learning Practical (MLP) Lecture 05, Clip 06 / 07. machine learning deep learning gradient learning beta average sum descent batch gradients networks ziggurats beginning times hyperparameters prop rms magnitude weight idea rate graph From Pavlos Andreadis 1 likes 378 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 05 - Clip 05 - AdaGrad duration 5 minutes 4 seconds MLP Lecture 05 - Clip 05 - AdaGrad MLP Lecture 05 - Clip 05 - AdaGrad	MLP Lecture 05 - Clip 05 - AdaGrad Machine Learning Practical (MLP) Lecture 05, Clip 05 / 07. machine learning deep learning learning gradients rate surface optimization rates si space papers issue schedules magnitudes iteration beta parameter weight intuition gradient end norway From Pavlos Andreadis 1 likes 432 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 05 - Clip 04 - Momentum duration 3 minutes 17 seconds MLP Lecture 05 - Clip 04 - Momentum MLP Lecture 05 - Clip 04 - Momentum	MLP Lecture 05 - Clip 04 - Momentum Machine Learning Practical (MLP) Lecture 05, Clip 04 / 07. machine learning deep learning gradients momentum history average idea optimization direction iteration update wi descent gradient velocity loss stability bit space weight eye sense From Pavlos Andreadis 1 likes 447 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
MLP Lecture 04 - Clip 01 - Activation Functions duration 13 minutes 11 seconds MLP Lecture 04 - Clip 01 - Activation Functions MLP Lecture 04 - Clip 01 - Activation Functions	MLP Lecture 04 - Clip 01 - Activation Functions Machine Learning Practical (MLP) Lecture 04, Clip 01 / 05. machine learning deep learning function activation units gradient functions output network alpha problem linear networks sigmoids sigmoid inputs input thing minus gradients saturation things From Pavlos Andreadis 1 likes 666 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
Batch and Online Learning duration 6 minutes 39 seconds Batch and Online Learning Batch and Online Learning	Batch and Online Learning Batch and Online Learning iaml optimisation training instance instances sum batch descent move learning gradient errors track numbers error lot extremes step space parameter gradients kind From Nigel Goddard 1 likes 3,111 plays 0 Licence Type Creative Commons - Attribution
Numerical Optimisation duration 3 minutes 20 seconds Numerical Optimisation Numerical Optimisation	Numerical Optimisation Numerical Optimisation iaml optimisation error gradient optimization sequence algorithms direction surface weights gradients step w1 w0 points derivatives procedure respects lodgement move lodge engine From Nigel Goddard 1 likes 2,900 plays 0 Licence Type Creative Commons - Attribution