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01:28:26 Lecture 12/7: Review Lecture 12/7: Review	Lecture 12/7: Review Zoom Recording ID: 94347618999 UUID: VheGqdJfRNW1xraslG/csw== Meeting Time: 2021-12-07T14:31:46Z model models features sort machine class things learning lots questions lot problems feature problem linear decision methods ways gradient loss From Madeleine Udell 0 plays
59:34 12.3.21 Andrew Bennett, Cornell University 12.3.21 Andrew Bennett, Cornell University	12.3.21 Andrew Bennett, Cornell University Zoom Recording ID: 471873857 UUID: 9k4LfuojS7u54l2B6EhMRw== Meeting Time: 2021-12-03T16:59:15Z kind problem function reward evaluation setting action functions outcome methods sir things model lot method observation distribution actions compounding result From Jordan Staiti 1 plays
01:38:47 Lecture 12/2/21: Neural networks Lecture 12/2/21: Neural networks	Lecture 12/2/21: Neural networks Zoom Recording ID: 94347618999 UUID: 911ow0ynTaqsKu+54L3rUg== Meeting Time: 2021-12-02T14:31:48Z function gradient layer linear thing networks network lot respect differentiation output matrix model kind bit nets lots models times activation From Madeleine Udell 26 plays
01:23:06 Lecture 11/30/21: Limits of predictive modeling Lecture 11/30/21: Limits of predictive modeling	Lecture 11/30/21: Limits of predictive modeling Zoom Recording ID: 94347618999 UUID: 99U8trBVT7qbA88au+91VA== Meeting Time: 2021-11-30T14:36:09Z election campaign candidate vote votes sort things california problem question questions person percent population model voter ads money kind fact From Madeleine Udell 28 plays
01:22:07 Lecture 11/23/21: Fairness Lecture 11/23/21: Fairness	Lecture 11/23/21: Fairness Zoom Recording ID: 94347618999 UUID: LtywwXILSNi7U2TtJRw1tA== Meeting Time: 2021-11-23T14:32:59Z fairness credit accuracy model law rate groups algorithm thing prediction decision college things sort impact treatment decisions classifier notion discrimination From Madeleine Udell 67 plays
01:00:32 11.19.21 Colin Raffel, University of North… 11.19.21 Colin Raffel, University of North Carolina, Chapel Hill	11.19.21 Colin Raffel, University of North Carolina, Chapel Hill Zoom Recording ID: 471873857 UUID: SwRtiQ0IT+y+Pg5XIePVnw== Meeting Time: 2021-11-19T16:55:37Z model models task parameters pre training learning lot kind performance tasks things machine question matrix transfer source talk updates boost From Jordan Staiti 2 plays
01:20:01 Lecture 11/18/21: Automated machine learning Lecture 11/18/21: Automated machine learning	Lecture 11/18/21: Automated machine learning Zoom Recording ID: 94347618999 UUID: swJzf2foSJGgxZQh1SLErA== Meeting Time: 2021-11-18T14:37:07Z model models machine dataset learning datasets hyperparameters lot hyperparameter feature vector error points classifier regression cross values linear features pca From Madeleine Udell 53 plays
37:42 Section 11/17/21: AutoML in practice Section 11/17/21: AutoML in practice	Section 11/17/21: AutoML in practice Zoom Recording ID: 95071859677 UUID: 7SwHgWAPSYeW0s+5BsZyUg== Meeting Time: 2021-11-17T16:16:44Z model models machine hyperparameters oboe performance dataset grid scikit matrix parameters things instance parameter thing kind learning trees decision values From Madeleine Udell 11 plays
01:21:51 Lecture 11/16/21: Generalized low rank models Lecture 11/16/21: Generalized low rank models	Lecture 11/16/21: Generalized low rank models Zoom Recording ID: 94347618999 UUID: SAWHob9hQW2cn6V0EZ64cg== Meeting Time: 2021-11-16T14:36:06Z loss values model entries function rank regularization sum vector matrix times points error thing columns w. column norm dataset kind From Madeleine Udell 60 plays
01:04:21 11.12.21 Florentina Bunea, Cornell University 11.12.21 Florentina Bunea, Cornell University	11.12.21 Florentina Bunea, Cornell University Zoom Recording ID: 471873857 UUID: O0ecNCvQQrqWOViv2Fk0Bg== Meeting Time: 2021-11-12T17:00:43Z topic distance document mixture distribution documents distributions words thing problem model conditions sample things sense question topics language estimation mle From Jordan Staiti 4 plays
57:59 Ivan Rudik Dyson Faculty Research Seminar Ivan Rudik Dyson Faculty Research Seminar	Ivan Rudik Dyson Faculty Research Seminar Zoom Recording ID: 91493088991 UUID: AYkHP7kjRyG9lAXCi8bkVQ== Meeting Time: 2021-11-11T16:18:33Z climate change temperature things thing paper carbon uncertainty lot welfare literature effect model models migration households papers fact stuff forecast damage From Chris Barrett 4 plays
01:21:07 Lecture 11/11: Imputing missing values with the… Lecture 11/11: Imputing missing values with the Gaussian copula	Lecture 11/11: Imputing missing values with the Gaussian copula Zoom Recording ID: 94347618999 UUID: me8ufsMXTCm5sdTAuyJ8PQ== Meeting Time: 2021-11-11T14:31:38Z model distribution variables imputation datasets question variable function questions features points assumption invitation values thing estimation observation hyperparameters parameter column From Madeleine Udell 59 plays
01:42:26 Lecture 11/9/21: Unsupervised learning (PCA) Lecture 11/9/21: Unsupervised learning (PCA)	Lecture 11/9/21: Unsupervised learning (PCA) Zoom Recording ID: 94347618999 UUID: i0nonjabSNqNawDsvIrVAQ== Meeting Time: 2021-11-09T14:28:43Z loss times entries problem matrix function rank column pca model vector entry thing linear feature values regression columns features sum From Madeleine Udell 113 plays
01:02:48 11.5.21 Karthik Narasimhan, Princeton University 11.5.21 Karthik Narasimhan, Princeton University	11.5.21 Karthik Narasimhan, Princeton University Zoom Recording ID: 471873857 UUID: teXMXScPQ6y3pjBn7xQv2A== Meeting Time: 2021-11-05T15:56:34Z language game constraints actions agent model idea things text action learning entity question task humans agents kind reinforcement paper sense From Jordan Staiti 5 plays
45:40 Section: post-hoc interpretability (LIME, SHAP) Section: post-hoc interpretability (LIME, SHAP)	Section: post-hoc interpretability (LIME, SHAP) Zoom Recording ID: 95071859677 UUID: 8jQJz7E4RLS27UeD6NpZ6w== Meeting Time: 2021-11-03T15:17:11Z model decision machine prediction models kind feature box class performance linear sort points instance bunch algorithm things learning features guys From Madeleine Udell 9 plays
01:51:18 Lecture 11/2/21: Loss functions Lecture 11/2/21: Loss functions	Lecture 11/2/21: Loss functions Zoom Recording ID: 94347618999 UUID: vWQG3ObBTcWaFwtVIF8PgQ== Meeting Time: 2021-11-02T13:05:02Z loss regression outliers points function error times distance squares prediction point problem linear alpha errors quantile model sum functions questions From Madeleine Udell 124 plays