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55:22 Ivan Oseledets 11 January 2021 Machine learning… Ivan Oseledets 11 January 2021 Machine learning and numerical methods	Ivan Oseledets 11 January 2021 Machine learning and numerical methods An automated programme has been used to generate the subtitles on this talk. icms owna function parameters optimization lot functions approximation basis problem model network idea samples linear method networks gradient image class output solution From ALASDAIR SPRATT on January 11th, 2021 0 likes 22 plays 0 Course Code ICMS Publisher ICMS Licence Type All rights reserved Language English Date Created January 11th, 2021
41:16 NLU+ Lecture 6: Recurrant Neural Networks NLU+ Lecture 6: Recurrant Neural Networks	NLU+ Lecture 6: Recurrant Neural Networks Recurrant Neural Networks informatics nlu vector function word things thing input network output words gradient lot models sort sigmoid stuff units networks gates lots model From Ruairi O'Hare on December 22nd, 2020 0 likes 3 plays 0 Licence Type All rights reserved The University of Edinburgh Date Created December 22nd, 2020
43:17 UK-APASI in Mathematical Sciences: Plenary Talk UK-APASI in Mathematical Sciences: Plenary Talk	UK-APASI in Mathematical Sciences: Plenary Talk Plenary Talk Professor Philip K. Maini, University of Oxford, UK: Modelling collective cell migration in neural crest 18 December 2020 Abstract A very common phenomenon in biology and ecology is… uk-apasi cells model domain cell leaders crest movement gradient invasion fact chemical growth experiments followers behaviour question biology jeff thing conditions From Liam Holligan on December 21st, 2020 0 likes 16 plays 0 Publisher Liam Holligan Licence Type All rights reserved Language English Date Created December 17th, 2020
02:24 MLP Lecture 08 - Clip 03 - Gradients w.r.t. Inputs MLP Lecture 08 - Clip 03 - Gradients w.r.t. Inputs	MLP Lecture 08 - Clip 03 - Gradients w.r.t. Inputs Machine Learning Practical (MLP) Lecture 08, Clip 03 / 05. machine learning deep learning gradient convolution input kernel layer From Pavlos Andreadis on November 9th, 2020 1 likes 130 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
06:46 MLP Lecture 08 - Clip 02 - Gradients w.r.t.… MLP Lecture 08 - Clip 02 - Gradients w.r.t. Weights	MLP Lecture 08 - Clip 02 - Gradients w.r.t. Weights Machine Learning Practical (MLP) Lecture 08, Clip 02 / 05. machine learning deep learning layer convolution gradient weights From Pavlos Andreadis on November 9th, 2020 1 likes 146 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
45:28 MLP Q&A 2 - Session 2 (Week 5) MLP Q&A 2 - Session 2 (Week 5)	MLP Q&A 2 - Session 2 (Week 5) Machine Learning Practical Q&A 2 - Session 2 (Week 5). machine learning deep learning learning rate problem things projects question units lot thing points experiments groups paper bit gradient curve problems lecture performance baseline From Pavlos Andreadis on October 26th, 2020 1 likes 25 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
12:10 MLP Lecture 06 - Clip 04 - Batch Normalisation MLP Lecture 06 - Clip 04 - Batch Normalisation	MLP Lecture 06 - Clip 04 - Batch Normalisation Machine Learning Practical (MLP) Lecture 06, Clip 04 / 05. machine learning deep learning deviation normalization batch training backpropagation minibatch beta gamma networks gradient weights reason output layer features thing activation network idea activations From Pavlos Andreadis on October 24th, 2020 1 likes 198 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
06:32 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 on October 24th, 2020 1 likes 213 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
02:39 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 on October 18th, 2020 2 likes 147 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
03:47 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 on October 18th, 2020 1 likes 137 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
05:04 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 on October 18th, 2020 1 likes 158 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
03:17 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 on October 18th, 2020 1 likes 162 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
05:28 MLP Lecture 05 - Clip 03 - Learning rate schedules MLP Lecture 05 - Clip 03 - Learning rate schedules	MLP Lecture 05 - Clip 03 - Learning rate schedules Machine Learning Practical (MLP) Lecture 05, Clip 03 / 07. machine learning deep learning rate error learning validation eta linear function generalization training rates cosine methods iteration gradient schedules goal minimum t. convergence schedule From Pavlos Andreadis on October 18th, 2020 1 likes 171 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
04:39 MLP Lecture 05 - Clip 02 - Setting learning rate MLP Lecture 05 - Clip 02 - Setting learning rate	MLP Lecture 05 - Clip 02 - Setting learning rate Machine Learning Practical (MLP) Lecture 05, Clip 02 / 07. machine learning deep learning learning hyperparameters rate beginning training gradient weights update hyperparameter methods ways strategy kind layers thing things network weight descent default From Pavlos Andreadis on October 18th, 2020 1 likes 178 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
11:04 MLP Lecture 04 - Clip 05 - L1&L2… MLP Lecture 04 - Clip 05 - L1&L2 Regularisation	MLP Lecture 04 - Clip 05 - L1&L2 Regularisation Machine Learning Practical (MLP) Lecture 04, Clip 05 / 05. machine learning deep learning weights weight function regularization error gradient term decay sum images space network thing difference pizza rate training entropy classification image From Pavlos Andreadis on October 11th, 2020 1 likes 244 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
13:11 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 on October 11th, 2020 1 likes 229 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English

Search for tag: "gradient"

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