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Linear separators - PowerPoint PPT Presentation

CIS453/553, Spring 2018 Data Mining

CIS453/553, Spring 2018 Data Mining. Instructor: Dejing Dou Office hours: Mondays 4:00pm-5:00pm May 9 and May 11, 2018. Chapter 8,9: Classification and Prediction. What is classification? What is prediction? Issues regarding classification and prediction

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717 views • 71 slides

Support Vector Machines

Support Vector Machines. Piyush Kumar. Perceptrons revisited. Class 2 : (-1). Class 1 : (+1). Is this unique?. Which one is the best?. Perceptron outputs :. Perceptrons: What went wrong?. Slow convergence Can overfit Cant do complicated functions easily

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590 views • 57 slides

Teaching Dimension and the Complexity of Active Learning

Teaching Dimension and the Complexity of Active Learning. Steve Hanneke Machine Learning Department Carnegie Mellon University shanneke@cs.cmu.edu. Passive Learning. Data Source. Expert / Oracle. Learning Algorithm. Raw Unlabeled Data. Labeled examples.

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332 views • 19 slides

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Linear separators - PowerPoint PPT Presentation

CIS453/553, Spring 2018 Data Mining

Support Vector Machines

Teaching Dimension and the Complexity of Active Learning