PPT-Training Image Classifiers with Similarity Metrics, Linear Programming, and Minimal Supervision

Asilomar SSC Karl Ni Ethan Phelps Katherine Bouman Nadya Bliss Lincoln Laboratory Massachusetts Institute of Technology 2 November 2012 This work is sponsored by the Department of the Air Force under Air Force contract FA872105C0002 Opinions interpretations conclusions and recommendations are those of the author and are not necessarily endorsed by the United States Government. N is the process noise or disturbance at time are IID with 0 is independent of with 0 Linear Quadratic Stochastic Control 52 brPage 3br Control policies statefeedback control 0 N called the control policy at time roughly speaking we choo e Ax where is vector is a linear function of ie By where is then is a linear function of and By BA so matrix multiplication corresponds to composition of linear functions ie linear functions of linear functions of some variables Linear Equations Handshapes that represent people, objects, and descriptions.. Note: You cannot use the classifier without naming the object first.. Types of Classifiers. We will look at the types of classifiers . Size and Shape . 1. 3.3 Implementation. (1) naive implementation. (2) revised simplex method. (3) full tableau implementation. (1) Naive implementation :. Given basis . . Compute . ( solve . ). Choose . such that . -toolbox for . biosensing. and monitoring biodiversity. Kate . Adamala. MIT Media Lab, . MIT Department . of Biological Engineering . Kate Adamala. Readout of biology – where?. End-point. Remove samples, analyze in the lab. Lifeng. Yan. 1361158. 1. Ensemble of classifiers. Given a set . of . training . examples, . a learning algorithm outputs a . classifier which . is an hypothesis about the true . function f that generate label values y from input training samples x. Given . Music. At the beginning of the 20. th. century, composers . tried to break free from . tradition. But a . group of American composers went back to . basics: . rhythm + pitch = music. . Minimal music . The National Institute of Environmental Health Sciences (NIEHS) has developed online training materials to help grantees and others learn about developing logic models and evaluation metrics for activities conducted in the Partnerships for Environmental Public Health program (. (Paul Viola , Michael Jones . ). Bibek. Jang . Karki. . Outline. Integral Image. Representation of image in summation format. AdaBoost. Ranking of features. Combining best features to form strong classifiers. Problems and Solutions. Classifying based . on similarities. :. 2. Van Gogh. Or. Monet. ?. Van Gogh. Monet. the Similarity-based Classification Problem. 3. (painter). (paintings). the Similarity-based Classification Problem. understand and implement editorial opportunities and stunts across syndicated channels Monitor competitive programming and marketplace trends and analyze their implications x0000 SUPERVISION PROCESS x0000 SUPERVISION TOOLS x0000 OFFENDER MONITORING AND TRACKING TECHNOLOGY 05 DISCRETIONARY GPSDiscretionary GPS tracking may be requested for offenders on active supervision Training Course Information . How to apply for the GSC . GSC applications are via your local Board PTTC (Psychological Therapies Training Coordinator) or CLC (Child Learning Coordinator). These staff organise and run courses periodically. You can apply using the online application form, located half way down the page of this . The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand