1 / 20

Machine Learning and WEKA

Outline. Motivating Machine LearningPredictorsEvaluationInterpretationSoftwareWEKA. Motivating Machine Learning. Machine Learningstudy of computer algorithms that improve automatically through ?experience"extract information from data automatically, by computational and statistical methodsSu

aldis
Download Presentation

Machine Learning and WEKA

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

    1. Machine Learning and WEKA Roman Eisner Wishart Lab Presentation Sept 21, 2007

    2. Outline Motivating Machine Learning Predictors Evaluation Interpretation Software WEKA

    3. Motivating Machine Learning Machine Learning study of computer algorithms that improve automatically through “experience” extract information from data automatically, by computational and statistical methods Supervised Learning Mapping a set of inputs, to a desired output Regression, Classification

    4. Motivating Machine Learning Successful Applications in : natural language processing search engines medical diagnosis bioinformatics and cheminformatics detecting credit card fraud stock market analysis classifying DNA sequences speech and handwriting recognition object recognition in computer vision game playing robot locomotion

    5. Predictors Given input X = {x1, x2, … xp} produce an output Y: e.g. Given an image of a face, predict gender e.g. Given urine metabolite profile, predict cancer state e.g. Given protein sequence, predict function … Terminology: xi = feature Y = label

More Related