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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 12 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
10:38 MLP Lecture 05 - Clip 01 - Dropout MLP Lecture 05 - Clip 01 - Dropout	MLP Lecture 05 - Clip 01 - Dropout Machine Learning Practical (MLP) Lecture 05, Clip 01 / 07. machine learning deep learning units network dropout intestine training output dropouts batch activations input mini function activation inputs networks drop problem generalization subnetwork combination From Pavlos Andreadis on October 18th, 2020 1 likes 16 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 93 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
20:43 Lecture 14 - Composite Curves Lecture 14 - Composite Curves	Lecture 14 - Composite Curves Lecture 14 - Composite Curves heat temperature curve minimum stream streams exchanger delta point network interval cost pinch energy utility curves kelvin times side transfer From Mennatallah Mohamed Awny Ali Labib on October 11th, 2020 0 likes 0 plays 0 Course Code CHEEE1005 - CHEDSE4 Licence Type All rights reserved The University of Edinburgh Language English
26:00 Lecture 13 - Introduction to Pinch Analysis Lecture 13 - Introduction to Pinch Analysis	Lecture 13 - Introduction to Pinch Analysis Lecture 13 - Introduction to Pinch Analysis heat stream exchanger utility streams flow transfer pinch capacity temperature exchangers network process analysis point minimum plot costs delta energy From Mennatallah Mohamed Awny Ali Labib on October 11th, 2020 0 likes 3 plays 0 Course Code CHEEE1005 - CHEDSE4 Licence Type All rights reserved The University of Edinburgh Language English
12:06 MLP Lecture 04 - Clip 04 - Overtraining &… MLP Lecture 04 - Clip 04 - Overtraining & Early stopping	MLP Lecture 04 - Clip 04 - Overtraining & Early stopping Machine Learning Practical (MLP) Lecture 04, Clip 04 / 05. machine learning deep learning network training validation idea weights error point units connections networks lectures things strategy generalization gap curve iterations image output input From Pavlos Andreadis on October 11th, 2020 1 likes 103 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
12:25 MLP Lecture 04 - Clip 03 - Data splits MLP Lecture 04 - Clip 03 - Data splits	MLP Lecture 04 - Clip 03 - Data splits Machine Learning Practical (MLP) Lecture 04, Clip 03 / 05. machine learning deep learning test validation training network model error performance networks lots cross hyperparameters decisions parameters generalization times kind models capacity exam proxy From Pavlos Andreadis on October 11th, 2020 1 likes 107 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
09:20 MLP Lecture 04 - Clip 02 - Generalisation MLP Lecture 04 - Clip 02 - Generalisation	MLP Lecture 04 - Clip 02 - Generalisation Machine Learning Practical (MLP) Lecture 04, Clip 02 / 05. machine learning deep learning network training test model validation error performance sets hyperparameters samples thing testing weights capacity proxy functions activation parameters networks kind From Pavlos Andreadis on October 11th, 2020 1 likes 105 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 117 plays 0 Course Code INFR11132 Licence Type All rights reserved Language English
58:27 WEEK 2 Session 4 LinkedIn WEEK 2 Session 4 LinkedIn	WEEK 2 Session 4 LinkedIn Session 4 business communication and social media linkedin profile companies network media users job professionals recommendations audience industry opportunities businesses photo members platform step content marketing level From Marta Bernal Valencia on October 8th, 2020 0 likes 1 plays 0 Licence Type All rights reserved Language English Date Created October 5th, 2020
22:19 Lecture 5 Networks Lecture 5 Networks	Lecture 5 Networks Gareth Harrison describes the network connection aspect of the project and offers advice on approaching this effectively. hydropower networks electrical engineering power voltage network generation transformer load substation flow circuit limits demand feeder levels generator connection fault distribution conductor side statement From Gareth Harrison on September 23rd, 2020 0 likes 27 plays 0 Course Code SCEE11014 Publisher Gareth Harrison Licence Type Creative Commons - Attribution Non Commercial No Derivatives Language English Date Created September 23rd, 2020
08:35 Lecture 0 - Course Information Lecture 0 - Course Information	Lecture 0 - Course Information Introduction to CHEDSE4 distillation economics chemical process engineering exchanger heat analysis network pinch industry synthesis column sequencing plant integration From Mauro Luberti on September 15th, 2020 0 likes 85 plays 0 Course Code CHEEE1005 - CHEDSE4 Licence Type All rights reserved The University of Edinburgh Language English
00:49 Community: myth busting online learning Community: myth busting online learning	Community: myth busting online learning Since 2005 our online postgraduate degrees have offered students the opportunity to meet like-minded people from around the world. Follow our myth busting series on our Online Learning channel. … online learning study online students learning network discussion debates knowledge experiences From Stuart Brett on August 14th, 2020 0 likes 33 plays 0 Course Code NA Licence Type All rights reserved The University of Edinburgh Language English Date Created August 14th, 2020
17:09 30a 30a	30a Markov Decision Processes: Representation decision reward action function transition chance problem model probability utility actions minus process nature network naught tree nodes point thing From Alexandra Lascarides on July 28th, 2020 0 likes 3 plays 0 Licence Type All rights reserved The University of Edinburgh
12:00 29b 29b	29b Decision Making under Uncertainty: Decision Networks decision utility nodes action values parents cost variables table probability chance things network choice thing control node representation actions sequence From Alexandra Lascarides on July 27th, 2020 0 likes 1 plays 0 Licence Type All rights reserved The University of Edinburgh
15:47 23c 23c	23c Efficient Representations of CPTs in BNs probability fever values parents variables table node effect flu representation variable distribution curve bell bit tables network sigma probabilities malaria From Alexandra Lascarides on July 13th, 2020 0 likes 2 plays 0 Licence Type All rights reserved The University of Edinburgh

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