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28:29 MLP Guest Lecture 01 - Session 1 (Week 2) - MLP… MLP Guest Lecture 01 - Session 1 (Week 2) - MLP Cluster - Clip 02/04	MLP Guest Lecture 01 - Session 1 (Week 2) - MLP Cluster - Clip 02/04 Machine Learning Practical Semester 2 Guest Lecture 01 - Session 1 (Week 2) - Clip 02/04. machine learning deep learning cluster job things jobs nodes gpu node machine gpus experiment hours experiments arguments thing scripts stuff json experience lot partition From Pavlos Andreadis on January 20th, 2021 1 likes 4 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
05:07 TED2 Self Study overview 2021 TED2 Self Study overview 2021	TED2 Self Study overview 2021 Overview of the self-study tasks for TED2 - please watch alongside the self-study guidance documnets ted2 civil engineering mechanical engineering 3d things tools excel hand bit 3b autocad resources lots drawing projects stuff sorts kind cat linkedin lynda training assessment From David Rush on January 6th, 2021 0 likes 39 plays 0 Course Code CIVE08020 Publisher David Rush Licence Type Creative Commons - Attribution Language English Date Created January 6th, 2021
49:54 NLU+ Lecture 8: Evaluation of Machine Translation NLU+ Lecture 8: Evaluation of Machine Translation	NLU+ Lecture 8: Evaluation of Machine Translation Evaluation of Translation informatics nlu translation things translations machine lot cases idea systems stuff words output language bit sentence fluency sort thing kind languages lots From Ruairi O'Hare on December 29th, 2020 0 likes 7 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
53:18 NLU+ Lecture 7: Sequence-to-sequence models with… NLU+ Lecture 7: Sequence-to-sequence models with attention	NLU+ Lecture 7: Sequence-to-sequence models with attention Seq-to-seq with Attention informatics nlu word sentence input thing words model decoder rnn output attention representation things lot encoder english step idea distribution german stuff From Ruairi O'Hare on December 22nd, 2020 0 likes 2 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
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
15:22 NLU+ Lecture 3: Conditional Language Modelling… NLU+ Lecture 3: Conditional Language Modelling with n-grams (2019 version)	NLU+ Lecture 3: Conditional Language Modelling with n-grams (2019 version) Machine Translation Model informatics nlu model word parameters translation words alignment sentence algorithm probability things counts variable thing models question lot likelihood stuff language problem From Ruairi O'Hare on December 17th, 2020 0 likes 5 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 17th, 2020
30:16 NLU+ Lecture 3: Conditional Language Modelling… NLU+ Lecture 3: Conditional Language Modelling with n-grams (2019 version)	NLU+ Lecture 3: Conditional Language Modelling with n-grams (2019 version) Conditional Language Models informatics nlu language things model word probability models notation thing sort distribution function words sequence variables stuff bit lecture likelihood variable star From Ruairi O'Hare on December 17th, 2020 0 likes 7 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
13:14 NLU+ Lecture 2: Machine translation NLU+ Lecture 2: Machine translation	NLU+ Lecture 2: Machine translation Introduction to MT informatics nlu translation machine lot languages computer bit lots sort history language hieroglyphics problem systems stuff writing stone things idea nlp storeys From Ruairi O'Hare on December 17th, 2020 0 likes 7 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
23:34 NLU+ Lecture 1: Introduction NLU+ Lecture 1: Introduction	NLU+ Lecture 1: Introduction Introduction to NLU+ informatics nlu things nlp learning stuff models types lots problems thing lot bit machine examples kind problem function model input ambiguity translation From Ruairi O'Hare on December 16th, 2020 0 likes 14 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
01:30:55 CDCS Annual Lecture: Aimée Morrison CDCS Annual Lecture: Aimée Morrison	CDCS Annual Lecture: Aimée Morrison The Centre for Data, Culture & Society presents the inaugural CDCS Annual Lecture 2020: 'Hello World: or, how we learned to stop worrying, and love the computer' In this lecture, Prof… university of edinburgh cahss cdcs computer computers things computing gas machine thing power superman kind man webster lot sort machines stuff movie image eighties idea From Roisin O'Brien on December 16th, 2020 0 likes 30 plays 0 Licence Type Creative Commons - Attribution Non Commercial
33:37 Google Cloud tutorial Part 1/2 Google Cloud tutorial Part 1/2	Google Cloud tutorial Part 1/2 Google Cloud setup, account management, errors, and usage. Clip 01 / 02. machine learning deep learning google cloud account thing things access instance gpus problem coupon stuff billing gpu cloud guy problems github credits windows region quota point From Pavlos Andreadis on December 5th, 2020 1 likes 18 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
01:48:34 MLP Advanced NN Tutorial 03 - Attention;… MLP Advanced NN Tutorial 03 - Attention; Transformers	MLP Advanced NN Tutorial 03 - Attention; Transformers Machine Learning Practical advanced tutorial (optional) - Session 3 (Week 9). machine leasrning deep learning transformers attention thing things query network sequence vector words word layer kind size context layers output rnn transformer stuff softmax step From Pavlos Andreadis on November 20th, 2020 1 likes 40 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
16:12 Phil Methods 1 - Week 10 - Part 4 Phil Methods 1 - Week 10 - Part 4	Phil Methods 1 - Week 10 - Part 4 Eidetic and Empirical Psychology philosophy psychology facts phenomenology fact kind sartre relationship galileo essences psychologists week phenomenologist stuff phenomenologists bodies principle idea mind essence From Dave Ward on November 19th, 2020 0 likes 30 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created November 19th, 2020
49:55 Google Cloud tutorial Part 2/2 Google Cloud tutorial Part 2/2	Google Cloud tutorial Part 2/2 Google Cloud setup, account management, errors, and usage. Clip 02 / 02. machine learning deep learning google cloud thing gpu instance stuff things questions money windows cpu machine cloud question session problem theory piazza guys problems matplotlib boom From Pavlos Andreadis on November 18th, 2020 1 likes 265 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
01:54:13 MLP Advanced NN Tutorial 02 - Relational… MLP Advanced NN Tutorial 02 - Relational Networks; Generative Adversarial Networks; HyperNetworks	MLP Advanced NN Tutorial 02 - Relational Networks; Generative Adversarial Networks; HyperNetworks Machine Learning Practical advanced tutorial (optional) - Session 2 (Week 8). machine learning deep learning relational neural networks .generative adversarial networks hypernetworks network weights layer things thing kind layers stuff idea inputs model features weight paper sense week function networks input loss From Pavlos Andreadis on November 16th, 2020 1 likes 37 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
01:50:22 Surveillance and Privacy 2019 Surveillance and Privacy 2019	Surveillance and Privacy 2019 Whole class recording, Internet and Society 2019 privacy data protection surveillance power facial recognition privacy by design consent things thing stuff kind sort lot companies face sorts idea recognition scenarios cameras society pictures ways emotions person picture From James Stewart on November 13th, 2020 0 likes 11 plays 0 Publisher UoE Licence Type Creative Commons - Attribution Non Commercial Date Created November 12th, 2019

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