PPT-Lazy Paired Hyper-Parameter Tuning

Alice Zheng and Misha Bilenko Microsoft Research Redmond Aug 7 2013 IJCAI 13 Dirty secret of machine learning Hyperparameters Hyperparameters s ettings of a learning algorithm. CSeq. :. A . Lazy . Sequentialization. Tool for . C. Omar . Inverso. University of Southampton, UK. Ermenegildo. . Tomasco. University of Southampton, UK. Bernd Fischer. Stellenbosch University, South Africa. Eitan Eliahu, Nithin Raju, Ankur Sharma. Network & Security Business Unit. Project Introduction. Hyper-V Switch extensions framework. Introduction to NDIS framework. Internals of OVS for Hyper-V. Doctors studying healthy subjects measured myocardial blood flow (MBF) during bicycle exercise before and after giving the subjects a dose of caffeine that was equivalent to drinking two cups of coffee.. Using the Microsoft Virtual Machine Converter Tool. Abhishek . Pathak . – Program Mgr.. Matt McSpirit . – Snr. Tech. Product Mgr.. Agenda. Hyper-V Growth. Migration . Options Overview. Microsoft Virtual Machine Converter. TexPoint fonts used in EMF. . Read the TexPoint manual before you delete this box.: . A. A. A. A. A. A. A. A. A. A. A. A. Overview. Final lecture today! Can cover the following topics today: . . Sfermion. Working with Paired . Passages - . Leaning in to . Get the . Learning Out . What is a Paired Passage?. Two passages about the same subject or with a common . theme or author. . After reading, students are asked questions about each individual passage as well as questions that incorporate both passages. Flexibility. From. Kernel . Embedding. Idea. HDLSS. . Asymptotics. & Kernel Methods. Recall . Flexibility. From. Kernel . Embedding. Idea. HDLSS. . Asymptotics. & Kernel Methods. Recall . Section 1:Why run a paired reading scheme? 2 Section 2: Impact and outcomes 3 Impact on literacy/English attainment Impact on attitudes behaviour and social skills Section 3: Pra Testing Dimensions. Studying attributes of items in a . cultural domain. Free listing is a way to define the contents of a . domain. . Pile . sorts and triad tests are ways to measure . similarity. . + . Also Affiliated with NSF Center for High-Performance Reconfigurable Computing . Tosiron Adegbija. 1. , Ann Gordon-Ross. 1+. ,. . and . Arslan. Munir. 2. 1. Department . of Electrical and Computer . : A . Flexible and Extensible Probabilistic Framework for . Hybrid . Recommender Systems. Pigi Kouki, . Shobeir. . Fakhraei. , . James . Foulds. , . Magdalini. . Eirinaki. , . Lise. . Getoor. University . The Tuning Process. Benefits of Tuning. Why Tuning is Different. What is Tuning?. A collaborative, faculty-driven . process that . “harmonizes” curricula around defining what a . student should know and be able to do in a chosen . Section 6.5 Paired Difference in Means Paired Data or Separate Samples? Should data from the following situation be analyzed as paired data or separate samples? Paired Data Separate Samples To study the effect of sitting with a laptop computer on one’s lap on scrotal temperature, 29 men have their scrotal temperature tested before and then after sitting with a laptop for one hour. Types of Two-Sample Tests. Independent test . –. two conditions are comprised of different elements or subjects . Example: comparing children and adults on a task. Paired test . – two conditions are comprised of the same elements or subjects; same observation is measured under different testing conditions. .