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CITP Lecture: Peter Henderson – Aligning… duration 1 hour 14 minutes CITP Lecture: Peter Henderson – Aligning… CITP Lecture: Peter Henderson – Aligning Machine Learning, Law, and Policy for Responsible Real-World Deployments	CITP Lecture: Peter Henderson – Aligning Machine Learning, Law, and Policy for Responsible Real-World Deployments Machine learning (ML) is being deployed to a vast array of real-world applications with profound impacts on society. ML can have positive impacts, such as aiding in the discovery of new cures for… machine learning algorithms policy model models lot task estimator law tax tasks sampling problem decisions reward setting algorithm irs language machine distribution optimization bit From CI Center for Information Technology Policy 0 likes 26 plays Date April 18th, 2023 Speaker Peter Henderson Department Center for Information Technology Policy Location CS105
DataX SCM Workshop 6-2022_Pouliot duration 27 minutes 20 seconds DataX SCM Workshop 6-2022_Pouliot DataX SCM Workshop 6-2022_Pouliot	DataX SCM Workshop 6-2022_Pouliot control freedom degrees donors covariates model problem treatment lambda expectation estimator hat sample lot method coefficients question application criteria regression From Broadcast Broadcast Center Staff 0 likes 5 plays
DataX SCM Workshop 6-2022_J Zhao duration 19 minutes 13 seconds DataX SCM Workshop 6-2022_J Zhao DataX SCM Workshop 6-2022_J Zhao	DataX SCM Workshop 6-2022_J Zhao control unit periods treatment units weights cities population drivers pre level intervention error average effect method test noises synthetic estimator From Broadcast Broadcast Center Staff 0 likes 8 plays
DataX SCM Workshop 6-2022_Imbens duration 35 minutes 58 seconds DataX SCM Workshop 6-2022_Imbens DataX SCM Workshop 6-2022_Imbens	DataX SCM Workshop 6-2022_Imbens unit control bias estimator units weights estimators difference period california treatment effect outcomes experiment properties means periods thing cases outcome From Broadcast Broadcast Center Staff 0 likes 25 plays
DataX SCM Workshop 6-2022_Bradic duration 31 minutes 57 seconds DataX SCM Workshop 6-2022_Bradic DataX SCM Workshop 6-2022_Bradic	DataX SCM Workshop 6-2022_Bradic period treatment machine inference learners pretreatment model bootstrap effect hat control estimator forest statistic test predictions algorithms misspecification weights difference From Broadcast Broadcast Center Staff 0 likes 5 plays
DataX SCM Workshop 6-2022_Abadie duration 57 minutes 52 seconds DataX SCM Workshop 6-2022_Abadie DataX SCM Workshop 6-2022_Abadie	DataX SCM Workshop 6-2022_Abadie control intervention units unit characteristics outcome controls weights regression difference fact countries lot outcomes treatment predictors inference cases distribution estimator From Broadcast Broadcast Center Staff 0 likes 53 plays
DataX SCM 6-2022_Arkhangelsky duration 34 minutes 24 seconds DataX SCM 6-2022_Arkhangelsky DataX SCM 6-2022_Arkhangelsky	DataX SCM 6-2022_Arkhangelsky outcomes selection weights past units control alpha thing model things problem naught models bias rate term error estimator regime observables From Broadcast Broadcast Center Staff 0 likes 6 plays
Heng Yang Job Talk P.1 duration 1 hour 9 minutes Heng Yang Job Talk P.1 Heng Yang Job Talk P.1	Heng Yang Job Talk P.1 estimation problem problems model perception point end estimator outliers convex algorithms optimization solution correspondences question pop function 3d talk hand From Broadcast Broadcast Center Staff 0 likes 60 plays
Hero, Alfred "Rate-Optimal… duration 1 hour 2 minutes Hero, Alfred "Rate-Optimal… Hero, Alfred "Rate-Optimal Meta-Learning" May 15, 2018	Hero, Alfred "Rate-Optimal Meta-Learning" May 15, 2018 PCTS "Bridging Mathematical Optimization, Information Theory and Data Science" pcts alfred hero bridging mathematical optimization information theory and data science captions_12_17_2020 error divergence function distributions class performance density probability densities rates estimator distance points estimate learning sample weights complexity experiments estimators From Broadcast Broadcast Center Staff 0 likes 47 plays Date May 15th, 2018 Speaker Alfred Hero Department PCTS Location 407 Jadwin Hall