PPT-Frustratingly Easy Domain Adaptation

Hal Daume III Domain Adaptation Document Classifier Document Classifier Symbolism FeaturesData General Source Target Baselines SrcOnly Features Baselines TgtOnly Features Baselines All. Machine Learning. April 15, 2010. Today. Adaptation of Gaussian Mixture Models. Maximum A Posteriori (MAP). Maximum Likelihood Linear Regression (MLLR). Application: Speaker Recognition. UBM-MAP + SVM. John Blitzer. Shai Ben-David, Koby Crammer, Mark Dredze, Ryan McDonald, Fernando Pereira. Joint work with. Statistical models, multiple domains. Different Domains of Text. Huge variation in vocabulary & style. John Blitzer. Shai Ben-David, Koby Crammer, Mark Dredze, Ryan McDonald, Fernando Pereira. Joint work with. Statistical models, multiple domains. Different Domains of Text. Huge variation in vocabulary & style. T. ea . F. armers in the arid west of . South Africa. . Drynet Side Event, Ankara 13 October 2015. Noel Oettle, Environmental Monitoring Group. Livelihoods depend on. Rooibos production from cultivated lands and wild populations. Implementing the ESPON TANGO Framework. Course: City . Networks. in Regional . Contexts. KTH, 25 November 2014. Lisa Van Well. SGI. Lisa van Well . from . the Swedish Geotechnical Institute . (. SGI). Asia Regional Training Workshop. Marriott Resort and Spa, Pattaya, Thailand, 17-20 February 2014. Nele Bünner. Gesellschaft. . für. . Internationale. . Zusammenarbeit. Session 3. Introduction . of other tools developed . via Debt-for-Climate . Swaps, a Global Approach. Robert Weary. Sr. Conservation Finance & Policy Advisor. Caribbean, . The Nature Conservancy. Alternate Title. How to turn . $500 . million into:. Asia Regional Training Workshop. Marriott Resort and Spa, Pattaya, Thailand, 17-20 February 2014. Alex Simalabwi. Coordinator- Global Water, Climate and Development . Programme. / Global Water Partnership. april. 15, 2013. What is Climate change?. IPCC Definition. UNFCCC definition. Climate change . in Intergovernmental . Panel on Climate Change . (. IPCC. ) usage . refers to a change in the state of the climate that can be identified (e.g. using statistical tests) by changes in the mean and/or the variability of its properties, and that persists for an extended period, typically decades or longer. It . Alexander Fraser. CIS, LMU Munich. 2017-10-24 . WP1: Structured Prediction and Domain Adaptation. Outline. Introduction to structured prediction and domain adaptation. Review of very basic structured prediction. John Blitzer. TexPoint. fonts used in EMF. . Read the . TexPoint. manual before you delete this box.: . A. A. A. A. A. A. A. A. A. .. .. .. .. .. .. ?. ?. ?. Unsupervised Domain Adaptation. Running with . Cultural Adaptation. Culture Shock. Feeling isolated while living abroad . for an extended period of time. Being cut off from one’s culture, family, language. Having one’s values, traditions, routines in question. Where are we as. . an . OA research community?. New. data on organismal responses from lab & field experiments. News on emerging environmental data. See the benefits. of . Best Practices. & shared protocols . with Quasi-Synchronous Grammar Features. David A. Smith (UMass Amherst). Jason Eisner (Johns Hopkins). 1. This Talk in a Nutshell. 2. in. the. beginning. im. Anfang. Parser projection. Unsupervised. Supervised.