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04:26 MLP Guest Lecture 01 - Session 1 (Week 2) - MLP… MLP Guest Lecture 01 - Session 1 (Week 2) - MLP Cluster - Clip 01/04	MLP Guest Lecture 01 - Session 1 (Week 2) - MLP Cluster - Clip 01/04 Machine Learning Practical Semester 2 Guest Lecture 01 - Session 1 (Week 2) - Clip 01/04. machine learning deep learning gpu cluster cores cpu lot gpus core demo clusters overview alright tenth experiment learning pool math cpus reason mush output From Pavlos Andreadis on January 20th, 2021 1 likes 10 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
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 56 plays 0 Course Code ICMS Publisher ICMS Licence Type All rights reserved Language English Date Created January 11th, 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
49:18 NLU+ Lecture 5: Feed Forward Neural Networks NLU+ Lecture 5: Feed Forward Neural Networks	NLU+ Lecture 5: Feed Forward Neural Networks Feed Forward Neural Networks informatics nlu vector function model probability thing lot output word perceptron distribution things network words models bunch input parameters language regression matrix From Ruairi O'Hare on December 29th, 2020 0 likes 5 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
02:56 Distillation Lecture 1 2020 part 3 Distillation Lecture 1 2020 part 3	Distillation Lecture 1 2020 part 3 Distillation Lecture 1 2020 part 3 column purity bottom specifications trays disposal tools question analysis input energy specification sense streams output outputs concentration ideal inefficiencies From John Christy on December 24th, 2020 0 likes 28 plays 0 Course Code CHEE11023 Publisher John Christy Licence Type All rights reserved The University of Edinburgh Language British English Date Created December 24th, 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
10:31 NLU+ Lecture 4: Perceptrons NLU+ Lecture 4: Perceptrons	NLU+ Lecture 4: Perceptrons Multi Layer Perceptron informatics nlu layer function perceptron step input perceptrons functions sort representation points idea approximators thing output point lecture steps units multi threshold From Ruairi O'Hare on December 22nd, 2020 0 likes 3 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
35:48 NLU+ Lecture 4: Perceptrons NLU+ Lecture 4: Perceptrons	NLU+ Lecture 4: Perceptrons Perceptrons informatics nlu weights output input perceptron inputs threshold function thing neurons target functions logic vector things learning algorithm side point networks layer From Ruairi O'Hare on December 22nd, 2020 0 likes 11 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
01:47 NLU+ Lecture 1: Introduction NLU+ Lecture 1: Introduction	NLU+ Lecture 1: Introduction What is NLG? informatics nlu language image description things kind inverse nlg input lot bit output u. lang alu ways talk purposes captioning person problem From Ruairi O'Hare on December 16th, 2020 0 likes 6 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
07:22 NLU+ Lecture 1: Introduction NLU+ Lecture 1: Introduction	NLU+ Lecture 1: Introduction What is NLU? informatics nlu things language sentence function kind input understanding sort database syntax systems thing question output device analysis bit parsing form speech From Ruairi O'Hare on December 16th, 2020 0 likes 9 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created December 29th, 2020
24:31 REF2020: Ian Balitsky- Gauge-invariant TMD… REF2020: Ian Balitsky- Gauge-invariant TMD factorization for Drell-Yan process at small x	REF2020: Ian Balitsky- Gauge-invariant TMD factorization for Drell-Yan process at small x REF2020: Ian Balitsky- Gauge-invariant TMD factorization for Drell-Yan process at small x higgs centre ref2020 question power point lot delta diagram paper connexion f1 target projectile identities bit equation function sum diagonal component output correction From Lyndsey Ballantyne on December 13th, 2020 0 likes 3 plays 0 Licence Type All rights reserved The University of Edinburgh Date Created December 8th, 2020
54:00 MLP Interviews - Maximiliana Behnke MLP Interviews - Maximiliana Behnke	MLP Interviews - Maximiliana Behnke Machine Learning Practical interviews - Winter 2020 - Session 3/4. Maximiliana Behnke is a PhD student at the Univeristy of Edinburgh focussing on "Natural Language Processing" (NLP),… machine learning dep learning nlp natural language processing machine translation transformers rnns recurrent neural networks autoencoders optimisers translation machine language model languages models lot sentences english quality output words lake word text students thing task questions From Pavlos Andreadis on December 8th, 2020 1 likes 20 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
23:00 IDS - Week 11 - 04 - Interactive web apps IDS - Week 11 - 04 - Interactive web apps	IDS - Week 11 - 04 - Interactive web apps Building interactive web apps with R and Shiny data science rstats plot app things server input output interface side range panel function widget package selection thing ui scotland origin sidebar layout From Mine Cetinkaya-Rundel on December 1st, 2020 0 likes 6 plays 0 Course Code MATH08077 Licence Type Creative Commons - Attribution Non Commercial Share A Like
01:41:47 MLP Advanced NN Tutorial 04 - Transformers MLP Advanced NN Tutorial 04 - Transformers	MLP Advanced NN Tutorial 04 - Transformers Machine Learning Practical advanced tutorial (optional) - Session 4 (Week 10). machine learning deep learning transformers thing attention paper access things decoder transformer layer output question vector kind point week image biases sequence encoder translation words From Pavlos Andreadis on November 30th, 2020 1 likes 21 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
31:53 MLP Lecture 10 MLP Lecture 10	MLP Lecture 10 Recurrent Neural Networks 2 mlp2020 rnn architecture units input network gate cell function image backpropagation idea networks attention instance output architectures weight layer sequence lecture context From Subramanian Ramamoorthy on November 22nd, 2020 2 likes 61 plays 0 Course Code INFR11132 Licence Type All rights reserved The University of Edinburgh Language English Date Created November 22nd, 2020

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