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Confidence Interval for Generalization duration 9 minutes 16 seconds Confidence Interval for Generalization Confidence Interval for Generalization	Confidence Interval for Generalization Confidence Interval for Generalization probability percent gaussian summary statistics measurement misclassified tomorrow caption complete theory of probability distributions test set question instance elementary algebra compute evaluation iaml data analysis statistical terminology number standard deviation total number unbiased estimate human communication future error probability theory error rate 100 times percent confidence interval future test true error rate future square root confidence interval variance distribution statistical deviation and dispersion minus effects error confidence interval rate instances test sets deviation root thirds times estimate testing deviations From Nigel Goddard 0 likes 4,124 plays 0 Licence Type Creative Commons - Attribution
Estimating the Generalization Error duration 2 minutes 45 seconds Estimating the Generalization Error Estimating the Generalization Error	Estimating the Generalization Error Estimating the Generalization Error testing error classification percent testing generalization month depends testing air close tomorrow caption complete human communication generalization error question approximate assumption order evaluation iaml relationship computing terminology representative entries pretend training compute classified machine learning future testing set $25.00 effects error classifier minus nose sense instances sort derivation issue answer From Nigel Goddard 0 likes 3,833 plays 1 Licence Type Creative Commons - Attribution
Generalization Error duration 4 minutes 43 seconds Generalization Error Generalization Error	Generalization Error Generalization Error generalization error systems science predict philosophical terminology integral cybernetics general form measure bitmaps tells caption complete graphics file formats human communication classification training error system label observations scientific method evaluation function iaml probability effects regression difference probabilistic real numbers compute equation value political philosophy future values truth logic finite number distribution predictor error training generalization sum attribute step range tomorrow spam From Nigel Goddard 0 likes 3,917 plays 0 Licence Type Creative Commons - Attribution
Gaussian Naive Bayes Classifier duration 7 minutes 37 seconds 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 gaussian class axis adults numbers weights thing individuals parts From Nigel Goddard 6 likes 4,553 plays 0 Licence Type Creative Commons - Attribution
Independence Assumption in Naive Bayes duration 5 minutes 21 seconds Independence Assumption in Naive Bayes Independence Assumption in Naive Bayes	Independence Assumption in Naive Bayes Independence Assumption in Naive Bayes $400.00 variables probability iaml attribute philosophical terminology digit bitmap single individual consists caption complete estimating assumption black bunch pixel difficult independent product distribution number reason effects variable class compute independence assumption times probability theory classifier pixels variables bitmaps independence attributes probabilities numbers threes digits From Nigel Goddard 1 likes 4,068 plays 0 Licence Type Creative Commons - Attribution
Bayesian Classification duration 5 minutes 32 seconds Bayesian Classification Bayesian Classification	Bayesian Classification Bayesian Classification probability predict problematic computer mathematical terminology classification interesting percent predictions class assuming scientific method email classify function iaml digit predicting stick ontology small number classifiers compute classified probabilistic times values representation quantity pixel effects spam classes classifier words probabilities bayes x. model classifications y. From Nigel Goddard 1 likes 4,891 plays 0 Licence Type Creative Commons - Attribution
Naive Bayes for Real-Valued Data duration 3 minutes 9 seconds Naive Bayes for Real-Valued Data Naive Bayes for Real-Valued Data	Naive Bayes for Real-Valued Data Naive Bayes for Real-Valued Data model probability number height elementary mathematics individual children caption complete theory of probability distributions weight training examples construct statistical deviation and dispersion observations probability theory centimeters iaml data analysis means statistical terminology estimation theory effects child estimate difference class individualism count quarter compute legal terms average adult prior summary statistics variance distribution estimation differentiate adults individuals thing weights examples heights width From Nigel Goddard 0 likes 3,999 plays 0 Licence Type Creative Commons - Attribution
Class Model and the Prior duration 3 minutes 51 seconds Class Model and the Prior Class Model and the Prior	Class Model and the Prior Class Model and the Prior u.k. inference classification throwing philosophical terminology plausible distant constant reasoning medical terminology probability prior symptoms strange ebola scientific method iaml patient flipside denominator reason effects captionasr affect class temperature compute observation maximum thing expression classifier guy classes observations predictions argmax knees flu x. sum alright From Nigel Goddard 1 likes 4,326 plays 0 Licence Type Creative Commons - Attribution
Continuous Control Parameters duration 1 minute 16 seconds Continuous Control Parameters Continuous Control Parameters	Continuous Control Parameters Continuous Control Parameters iaml regularisation values parameter control sir increase practice power compute spice regularization From Nigel Goddard 0 likes 2,011 plays 0 Licence Type Creative Commons - Attribution