PPT-Supervised Learning Recap

Machine Learning Last Time Support Vector Machines Kernel Methods Today Review of Supervised Learning Unsupervised Learning Soft Kmeans clustering Expectation Maximization Spectral Clustering. using . Attributes and Comparative Attributes. Abhinav Shrivastava, Saurabh Singh, Abhinav Gupta. The Robotics Institute. Carnegie Mellon University. Supervision. Supervised. Active. Learning. Big-Data. Low-Resource Languages. Dan . Garrette. , Jason . Mielens. , and Jason . Baldridge. Proceedings of ACL 2013. Semi-Supervised Training. HMM with Expectation-Maximization (EM). Need:. Large . raw. corpus. John Blitzer. 自然语言计算组. http://research.microsoft.com/asia/group/nlc/. Why should I know about machine learning? . This is an NLP summer school. Why should I care about machine learning?. Ashwath Rajan. Overview, in brief. Marriage between statistics, linear algebra, calculus, and computer science. Machine Learning:. Supervised Learning. ex: linear Regression. Unsupervised Learning. ex: clustering. Introductions . Name. Department/Program. If research, what are you working on.. Your favorite fruit.. How do you estimate P(. y|x. ) . Types of Learning. Supervised Learning. Unsupervised Learning. Semi-supervised Learning. Several slides from . Luke . Xettlemoyer. , . Carlos . Guestrin. and Ben . Taskar. Typical Paradigms of Recognition. Feature Computation. Model. Visual Recognition. Identification. Is this your car?. Xun. Jiao, . Abbas. . Rahimi. , . Balakrishnan. . Narayanaswamy. , . Hamed. . Fatemi. , Jose Pineda de . Gyvez. , Rajesh K. Gupta. UCSD, . NXP Semiconductors. Motivation. Variability causes timing errors. Introduction. Labelled data. Unlabeled data. cat. dog. (Image of cats and dogs without labeling). Introduction. Supervised learning: . E.g. . : image, . : class. . labels. Semi-supervised learning: . Learning What is learning? What are the types of learning? Why aren’t robots using neural networks all the time? They are like the brain, right? Where does learning go in our operational architecture? The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand Self-Learning Learning . Technique. . for. Image . Disease. . Localization. . Rushikesh. Chopade1, . Aditya. Stanam2, . Abhijeet. Patil3 & . Shrikant. Pawar4*. 1. Department of . Geology.