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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 32 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
46:53 Why we still need to talk about diversity in… Why we still need to talk about diversity in Physics - Dr. Jess Wade	Why we still need to talk about diversity in Physics - Dr. Jess Wade Dr. Jess Wade is a physicist who, alongside being a postdoc researcher at Imperial College London in plastic electronics, campaigns tirelessly to increase diversity in physics. One of Nature's… observational astronomy lunch time voting theory facial recognition wikimedia uk sexual harassment long time gender bias single week empiricism science teachers sensory system engage young teaching huge impact huge amount primary school big thing subjective experience women in red diversity in stem effects gender balance skills specialist science big international equality cognition family law great book women scientists big impact b.b.c.neuropsychological assessment small amount school types big study social sciences half time theory of probability distributions mental health chemistry education wikipedia g.c.s.e.bigger variance gender gap minority backgrounds represented minority medical trials marriage majority–minority relations phenomenal people school equality won $3000000.00 careers in stem stem i.b.m.high school probability theory women in stem young girl 1516 year study physics u.k.big investigation community super super depressing school terminology decision theory small time p.b.s.big challenge absolutely massive peer review astronomical imaging diversity jess wade radio waves absolutely incredible academic career massachusetts institute of technology unconscious bias stem subjects equality and diversity cognitive science scientific community early career represented minority backgrounds represented minority groups award scheme women in science mit media young people women in physics education caption complete massive massive huge shortage mit i.q.women in chemistry bullying mental health support brilliant time representation persecution book inferior information systems science department huge huge nobel prize physics conscious bias From Ewan McAndrew on January 30th, 2019 1 likes 294 plays 0 Publisher Ewan McAndrew - Wikimedian in Residence Licence Type Creative Commons - Attribution Share A Like Language English Date Created January 30th, 2019
03:43 Economic Democracy Block5 V1 Economic Democracy Block5 V1	Economic Democracy Block5 V1 Welcome to Economic Democracy: The Cooperative Alternative, our MOOC about worker-owned and worker-controlled firms. We often hear that political democracy is the best available form of… population financial markets financial people financial institutions represented cooperative economic democracy germany banks.securities mooc offering economics terminology banking union trillion cooperative banking insurance alpine countries policy insurers european caption complete business million types of organization effects services g20 nations societies market.loans.financial services assets cooperatives countries in europe market socialism policyholders member states of nato credit savings g8 nations deposit banks western europe accountancy institutions From Nuria Fraile Diaz on November 9th, 2016 0 likes 16 plays 0 Licence Type All rights reserved The University of Edinburgh Language english
07:37 Gaussian Naive Bayes Classifier Gaussian Naive Bayes Classifier	Gaussian Naive Bayes Classifier Gaussian Naive Bayes Classifier multiplying force probability number height effectively individual big number children caption complete weight specification question pretty iaml product plays set in new york city physical quantities statistical terminology histogram average child adult child libertarian theory small number probability theory individualism commerce compute remember legal terms political philosophy small variance model observation represented effects From Nigel Goddard on September 17th, 2016 3 likes 2,353 plays 0 Licence Type Creative Commons - Attribution

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