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The Viola/Jones Face Detector
The Viola/Jones Face Detector (2001) (Most slides from Paul Viola) A widely used method for real-time object detection. Training is slow, but detection is very fast.
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Introduction to Database Systems - UBC Computer Science
www.cs.ubc.caA few Administrative Details Online Discussion of Course Material: We will use the Piazza system (www.piazza.com) for all online discussion of course material. Piazza is a next generation Question & Answer system specifically designed to help you get answers to your questions fast.
Architectural Blueprints The 4+1 View Model of Software ...
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www.cs.ubc.ca1 Introduction 1.1 Machine learning: what and why? We are drowning in information and starving for knowledge. — John Naisbitt. We are entering the era of big data.For example, there are about 1 trillion web pages1; one hour of video is uploaded to YouTube every second, amounting to 10 years of content every
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www.cs.ubc.caA Gaussian Process is a collection of random variables, any finite number of which have (consistent) joint Gaussian distributions. A Gaussian process is fully specified by its mean function m(x) and covariance function k(x,x0). This is a …
Least Squares Optimization with L1-Norm Regularization
www.cs.ubc.caare both independently and identically distributed. Thus, ... (iv) in terms of optimization, it gives a compromise between solving the system and having a small w. 1.4 L1 Regularization While L2 regularization is an effective means of achiev-ing numerical stability and …
End Times Timeline - University of British Columbia
www.cs.ubc.ca— 1 Corinthians 3:12–15 For we must all appear before the judgment seat of Christ, so that each one may be recompensed for his deeds in the body (lit.: the things through the body ), according to what he has done, whether good or bad. — 2 Corinthians 5:10 Marriage of the Lamb
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Object Recognition from Local Scale-Invariant Features
www.cs.ubc.cageneral assumptions on scale invariance, the Gaussian ker-nel and its derivatives are the only possible smoothing ker-nels for scale space analysis. To achieve rotation invariance and a high level of effi-ciency, we have chosen to select key locations at maxima and minima of a difference of Gaussian function applied in scale space.
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