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33:43 AML: Non-Linear Dimensionality Reduction -… AML: Non-Linear Dimensionality Reduction - Visualisation	AML: Non-Linear Dimensionality Reduction - Visualisation Applied Machine Learning - INFR11211 AML: Non-Linear Dimensionality Reduction - Visualisation Part 2/2 aml machine learning dimensionality reduction visualisation space distance points embedding graph manifold measure point distances distribution neighbours linear dataset things weights methods reduction dimensionality iso sne From Siddharth N 0 likes 99 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
11:03 AML: Non-Linear Dimensionality Reduction -… AML: Non-Linear Dimensionality Reduction - Extending Linear Methods	AML: Non-Linear Dimensionality Reduction - Extending Linear Methods Applied Machine Learning - INFR11211 AML: Non-Linear Dimensionality Reduction - Extending Linear Methods Part 1/2 aml machine learning nonlinear dimensionality reduction function kernel vector pca linear space points basis matrix values phi feature dimensions dimensionality eigenvector kind conditions condition covariance dataset From Siddharth N 0 likes 92 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
17:14 AML: Clustering - K-Means AML: Clustering - K-Means	AML: Clustering - K-Means Applied Machine Learning - INFR11211 AML: Clustering - K-Means Part 1/3 aml machine learning clustering cluster clusters points distance centroid centroids inter point colours measure dataset groups kinds values idea means distances colour algorithms From Siddharth N 0 likes 117 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
33:15 AML: Model Selection - Statistical Tests AML: Model Selection - Statistical Tests	AML: Model Selection - Statistical Tests Applied Machine Learning - INFR11211 AML: Model Selection - Statistical Tests Part 2/2 aml machine learning model evaluation distribution hypothesis samples population sample difference variance things splits errors error dataset tests model student values significance test means statistics From Siddharth N 0 likes 144 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
19:02 AML: Evaluation - Regression AML: Evaluation - Regression	AML: Evaluation - Regression Applied Machine Learning - INFR11211 AML: Evaluation - Regression Part 2/2 aml machine learning evaluation regression error model values correlation coefficient target variance dataset hat median prediction things points fact predictions fit square consequence difference From Siddharth N 0 likes 107 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
20:16 AML: Generalisation - Measuring Generalisation AML: Generalisation - Measuring Generalisation	AML: Generalisation - Measuring Generalisation Applied Machine Learning - INFR11211 AML: Generalisation - Measuring Generalisation Part 2/3 model error test training variance distribution labels targets hyperparameters prediction expectation predictions validation target values generalisation bias things dataset partition From Siddharth N 0 likes 148 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
11:22 AML: Generalisation - What is it? AML: Generalisation - What is it?	AML: Generalisation - What is it? Applied Machine Learning - INFR11211 AML: Generalisation - What is it? Part 1/3 model capacity training regularities test error degree parameters generalisation polynomial flexibility point space examples lot reason linear hyperparameter hyperparameters dataset From Siddharth N 0 likes 111 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
15:30 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 0 likes 123 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
25:24 HealthyR demo: Reproducible examples (reprex) HealthyR demo: Reproducible examples (reprex)	HealthyR demo: Reproducible examples (reprex) Data and code at: https://github.com/SurgicalInformatics/healthyr_demos healthyr rstats dataset problem values species thing table level paste abc equals times front penguin plot chunk flipper tab friend numbers things From Riinu Pius 0 likes 22 plays 0 Licence Type Creative Commons - Attribution
20:26 HealthyR demo: geom_bar() vs geom_col() HealthyR demo: geom_bar() vs geom_col()	HealthyR demo: geom_bar() vs geom_col() Data and code at: https://github.com/SurgicalInformatics/healthyr_demos healthyr rstats country bar proportion plot geom level dataset winner artists winter count equals bit lines 3d bars position times variable winners From Riinu Pius 0 likes 18 plays 0 Licence Type Creative Commons - Attribution
38:21 Navigating UoE Digital Research Services Navigating UoE Digital Research Services	Navigating UoE Digital Research Services How familiar are you with the Digital Research Services available to researchers at the University of Edinburgh? Do you know that a broad range of data and computing services, and resources can help… research digital skills festival 2022 things bit lot skills training tools lots applications systems access thing application idea reporting colleagues team eddie job dataset tool From Andy Todd 0 likes 4 plays 0 Publisher Andy Todd Licence Type All rights reserved The University of Edinburgh Date Created June 20th, 2022
03:56 Not going to waste: preserving Scotland’s… Not going to waste: preserving Scotland’s COVID-19 wastewater data - Livia Scorza & Andrew Millar	Not going to waste: preserving Scotland’s COVID-19 wastewater data - Livia Scorza & Andrew Millar Particles of the SARS-CoV-2 virus, the causative agent of the COVID-19 disease, can enter the sewage system through faeces of infected people. The Scottish Environment Protection Agency (SEPA) has… open research eor conference poster dataset analysis team levels protocols coronavirus discoverability delta github webpage process creation sharing figure boards scotland wastewater infections conditions surges From Kerry Miller 0 likes 4 plays 0 Publisher Edinburgh Open Research Licence Type Creative Commons - Attribution Language English Date Created May 27th, 2022 Retain Source File Yes
52:01 Jiahua Chen (University of British Columbia,… Jiahua Chen (University of British Columbia, Vancouver, Canada) - Distributed Learning of Finite Gaussian Mixtures	Jiahua Chen (University of British Columbia, Vancouver, Canada) - Distributed Learning of Finite Gaussian Mixtures 26 November 2021 Jiahua Chen (University of British Columbia, Vancouver, Canada) - Distributed Learning of Finite Gaussian Mixtures. Advances in information technology have led to extremely large… icms statistics research distribution mixture function model distance reduction transportation divergence problem cost dataset algorithm estimator method point space combination machine distributions population From OLLIE Quinn 0 likes 20 plays 0 Licence Type All rights reserved Language English Date Created November 26th, 2021
01:31:32 DDC Session 7 Recording DDC Session 7 Recording	DDC Session 7 Recording Recording of session 7 (fitting) of data-driven chemistry 2021-22 python data-driven chemistry function fit plot dataset correlation points linear minimum residuals point error array concentration variable functions temperature breakout slope solubility kind From James Cumby 0 likes 34 plays 0 Course Code CHEM08031 Licence Type Creative Commons - Attribution Language English Date Created November 4th, 2021 Retain Source File Yes
32:45 PET is Wonderful 2021 - OpenNEURO PET session PET is Wonderful 2021 - OpenNEURO PET session	PET is Wonderful 2021 - OpenNEURO PET session OpenNEURO PET session. Automated caption generation was used for this media. There was no human intervention and the captions will have variable accuracy. pet is wonderful lot tools imaging things questions pet question brain datasets publication image anthony initiative dicom format guidelines structure interface opener dataset From Adriana Tavares 0 likes 10 plays 0 Publisher PET is Wonderful Team Licence Type All rights reserved
08:54 XAI Lecture Recording: PDP/ICE (Part 3) XAI Lecture Recording: PDP/ICE (Part 3)	XAI Lecture Recording: PDP/ICE (Part 3) This lecture will cover theoretical aspects of PDP and ICE, explaining how both methods operate. plots feature instance pd ice features pdp values instances lecture dataset plot model predictions issue advantages disadvantages xai xai course machine learning From Auste Simkute 0 likes 21 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021

Search for tag: "dataset"

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