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09:50 4.a 4.a	4.a First video on Informed Search Algorithms. inf2d reasoning and agents artificial intelligence node function algorithm problem solution bucharest cost path distance evaluation kilometres complexity functions goal heuristic estimate tree algorithms distances knowledge From Claudia Chirita on January 18th, 2021 0 likes 164 plays 0 Course Code INFR08010 Licence Type All rights reserved The University of Edinburgh Language English
47:53 James Stewart Thinking about the Data Society… James Stewart Thinking about the Data Society (without video) 2020 Week 0	James Stewart Thinking about the Data Society (without video) 2020 Week 0 Lecture on issues relavent to understanding CDS data data society ai ethics data ethics infrastructures privacy kind things systems lot ways algorithms computer problems organisations ethics governance thing situations models control evidence knowledge word society From James Stewart on January 14th, 2021 0 likes 1 plays 0 Publisher UoE Licence Type Creative Commons - Attribution Non Commercial Date Created January 14th, 2021
07:54 2.c 2.c	2.c This is the third video on Problem Solving and Search: we look at a general tree search algorithm – the first step towards searching strategies. node tree frontier actions algorithm structure parent leaf space action algorithms solution goal problem expansion idea branches problems intelligent agents artificial intelligence inf2d reasoning and agents search From Claudia Chirita on January 10th, 2021 0 likes 189 plays 0 Course Code INFR08010 Licence Type All rights reserved The University of Edinburgh Language English
03:54 CL - 9c - DPLL II CL - 9c - DPLL II	CL - 9c - DPLL II We return to the example introduced in the previous video, and begin to represent the problem in Haskell. inf1a computation and logic informatics 1 introduction to computation literals things lists disjunction thing evaluation negation atom language problem words cnf valuation clauses disjunctions forms haskell algorithms bit rule From Haoran Peng on November 4th, 2020 0 likes 255 plays 0 Course Code INFR08025 Licence Type All rights reserved The University of Edinburgh Language English
23:29 IDS - Week 07 - 04 - Algorithmic bias IDS - Week 07 - 04 - Algorithmic bias	IDS - Week 07 - 04 - Algorithmic bias Bias in, bias out in algorithms that make decisions about humans data science rstats things article bias algorithm kind hathaway sentiment risk decisions gender biases lot amazon sentence algorithms videos science examples score machine From Mine Cetinkaya-Rundel on November 2nd, 2020 0 likes 20 plays 0 Course Code MATH08077 Licence Type Creative Commons - Attribution Non Commercial Share A Like
21:36 4.4 Why are Algorithms Controversial 4.4 Why are Algorithms Controversial	4.4 Why are Algorithms Controversial Why are Algorithms Controversial, internet and society 2020 algorithms ai controversies data society From James Stewart on October 9th, 2020 0 likes 14 plays 0 Publisher UoE Licence Type Creative Commons - Attribution Non Commercial Date Created October 9th, 2020
25:20 4.2 Algorithm society Internet and Society 2020 4.2 Algorithm society Internet and Society 2020	4.2 Algorithm society Internet and Society 2020 INternet and Society 2020 data and society algorithm uses things kind computers algorithms computer algorithm rules machine patterns sorts decision problems model thing classifications lot systems models science minute From James Stewart on October 8th, 2020 0 likes 35 plays 0 Publisher UoE Licence Type Creative Commons - Attribution Non Commercial No Derivatives Date Created October 8th, 2020
48:50 Research and the “AI Revolution” \|… Research and the “AI Revolution” \| Professor Christopher Bishop \| Distinguished Lecture \| School of Informatics	Research and the “AI Revolution” \| Professor Christopher Bishop \| Distinguished Lecture \| School of Informatics Recording of Research and the “AI Revolution” - a School of Informatics Distinguished Lecture presented by Professor Christopher Bishop on 5 October 2020. Christopher Bishop is a… school of informatics artificial intelligence professor christopher bishop distinguished lecture ai revolution the university of edinburgh microsoft machine learning sort expertise molecules things ai application networks technologies examples storage algorithms process bit idea domain space parameters From Nicola Hopper on October 6th, 2020 0 likes 94 plays 0 Publisher UoE School of Informatics Licence Type All rights reserved The University of Edinburgh Language English Date Created October 5th, 2020
10:35 Topic 3: Course Guide and Textbooks (PETARS,… Topic 3: Course Guide and Textbooks (PETARS, Chapter 1)	Topic 3: Course Guide and Textbooks (PETARS, Chapter 1) This video outlines the recommended texts for this course, for any students who would like further texts to read beyond the extensive lecture notes. It also recommends other books for further… pgee11164 signal processing websites lecture material textbooks probability resources theory estimation functions notes resource distributions 0s analysis algorithms volume lot library From James Hopgood on September 21st, 2020 0 likes 55 plays 0 Course Code PGEE11164 Licence Type All rights reserved Date Created September 21st, 2020
13:41 Topic 4: What is Signal Processing? (PETARS,… Topic 4: What is Signal Processing? (PETARS, Chapter 2)	Topic 4: What is Signal Processing? (PETARS, Chapter 2) This video explains the role of signal processing in powering modern communications, entertainment, transportation, and healthcare systems, in addition to numerous industrial and defence… processing signal applications scene sensors device algorithms modalities signals lot machine techniques camera radar senses image computer estimation devices humans From James Hopgood on September 15th, 2020 0 likes 82 plays 0 Course Code PGEE1164 Licence Type All rights reserved Date Created September 15th, 2020
04:32 Mathematics - Introduction to Data Science Mathematics - Introduction to Data Science	Mathematics - Introduction to Data Science Information on Introduction to Data Science, introds.org. For more information: https://teaching.maths.ed.ac.uk/main/undergraduate/studies/pre-honours/year-1/outside-subject science questions introduction semester week programming willingness end statistics assignment videos language problem reproducibility algorithms edinburgh plans materials intro visit From Mine Cetinkaya-Rundel on August 26th, 2020 0 likes 44 plays 0 Course Code MATH08077 Licence Type Creative Commons - Attribution Non Commercial Share A Like Date Created August 26th, 2020
04:29 M2 W4 SEO M2 W4 SEO	M2 W4 SEO first cut digital marketing engine content webpages firms quality algorithm updates result google consumers experience panda update marketing past position users relevance algorithms query From Geoffrey Fortescue on August 21st, 2020 0 likes 42 plays 0 Licence Type Creative Commons - Attribution Share A Like
04:40 Physical versus Virtual Robots Physical versus Virtual Robots	Physical versus Virtual Robots Physical versus Virtual Robots hds robots care chat evidence chatbots settings men heart accuracy bot babylon advice algorithms risk versions reason app agents robot patients From Dimitrios Doudesis on July 6th, 2020 0 likes 4 plays 0 Course Code GLHE11086 Licence Type Creative Commons - Attribution
01:29 Introduction to Machine Learning Introduction to Machine Learning	Introduction to Machine Learning Introduction to Machine Learning hds machine questions learning models algorithms healthcare biomedicine types videos medicine precision catalyst condition biomarkers instance significance treatment patients hiv groups From Dimitrios Doudesis on June 8th, 2020 0 likes 67 plays 0 Course Code GLHE11086 Licence Type Creative Commons - Attribution
32:53 M&M Podcast Episode 5: Jeremy Knox: data,… M&M Podcast Episode 5: Jeremy Knox: data, justice and impacts on automation	M&M Podcast Episode 5: Jeremy Knox: data, justice and impacts on automation In the fifth episode of the M&M (Michael and Myles) podcast we are joined by Dr Jeremy Knox, the co-director of the Centre for Research in Digital Education (Data Society) and a Lecturer in… m&m data learning and teaching learning analytics big data teaching automation predictive algorithms kind justice ethics students idea things feedback issues bit ai analytics ways task technologies space sort labor week learning stuff From Myles Blaney on November 4th, 2019 1 likes 41 plays 0 Licence Type Creative Commons - Attribution Non Commercial
05:29 Under- and Oversampling Under- and Oversampling	Under- and Oversampling Under- and Oversampling - Week 4 predictive analytics micromasters color characteristics existing sample distinguish e.n.n. caption complete overfitting statistics green class technique predictive model oversampling scientific method approach dataset synthetic data points representative represented difference class imbalance observation predictive algorithms data set points alleviate problem effects From Calum Macphail on April 15th, 2019 0 likes 100 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English

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