[教育學(xué)]theelementsofstatisticallearningch1-oeriew(已修改)
2025-03-06 00:43 本頁面
【正文】 Lecturer: Liqing Zhang Dept. Computer Science amp。 Engineering, Shanghai Jiao Tong University Statistical Learning amp。 Inference 2022/3/13 Statistical Learning and Inference 2 Books and References – Trevor Hastie Robert Tibshirani Jerome Friedman , The Elements of statistical Learning: Data Mining, Inference, and Prediction, 2022, SpringerVerlag – V. Cherkassky amp。 F. Mulier, Learning From Data, Wiley,1998 – Vladimir N. Vapnik, The Nature of Statistical Learning Theory, 2nd ed., Springer, 2022 – M. Vidyasagar, Learning and generalization: with applications to neural works, 2nd ed., Springer, 2022 – G. Casella amp。 R. Berger, Statistical Inference, Thomson, 2022 – T. Cover amp。 J. Thomas, Elements of Information Theory, Wiley 2022/3/13 Statistical Learning and Inference 3 Overview of the Course ? Introduction ? Overview of Supervised Learning ? Linear Method for Regression and Classification ? Basis Expansions and Regularization ? Kernel Methods ? Model Selections and Inference ? Support Vector Machine ? Bayesian Inference ? Unsupervised Learning 2022/3/13 Statistical Learning and Inference 4 Why Statistical Learning? ? 我門被信息淹沒，但卻缺乏知識。 R. Roger ? 恬靜的統(tǒng)計學(xué)家改變了我們的世界；不是通過發(fā)現(xiàn)新的事實或者開發(fā)新技術(shù)，而是通過改變我們的推理、實驗和觀點的形成方式。 I. Hacking ? 問題：為什么現(xiàn)在的計算機(jī)處理智能信息效率很低？ – 圖像、視頻、音頻 – 認(rèn)知、交流 – 語言、語音、文本 – 生物、基因、蛋白 Cloud Computing Services Application Development Platform Storage Hosting Cloud Computing Service Layers Description Services – Complete business services such as PayPal, OpenID, OAuth, Google Maps, Alexa Services Application Focused Infrastructure Focused Application – Cloud based software that eliminates the need for local installation such as Google Apps, Microsoft Online Storage – Data storage or cloud based NAS such as CTERA, iDisk, CloudNAS Development – Software development platforms used to build custom cloud based applications (PAAS amp。 SAAS) such as SalesForce Platform – Cloud based platforms, typically provided using virtualization, such as Amazon ECC, Sun Grid Hosting – Physical data centers
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