Machine Learning: What is it good for ? Franck Bardol, [email protected] Igor Carron, [email protected] September 17th, 2013 What is **not** Machine Learning ? • Tools: Databases, etc... • Languages: Python, Java, LISP, Clojure, functional programming,.... • Frameworks • Big Data • High Performance Computing, Hadoop, GraphLab.... • Compressive sensing, .... From Wikipedia • "...Machine learning, a branch of artificial intelligence, concerns the construction and study of algorithms and systems that can learn from data. In general, Machine Learning algorithms process large amounts of data, discover patterns in data, and construct Predictive models for a desired task...." We've heard that story before! • AI winter 1990's Avant, on avait • Neural networks • Fuzzy logic • ..... Mais ça, c'était avant ! • Neural Networks (Deep Learning) • Fuzzy logic (Bayesian logic, MCMC,....) • .... • Moore's Law Why ? • Genome sequencer Law • "new" math and statistics (small # observations, large # variables) • and.... ...the ability to prove its worthiness ... the ability to prove worthiness Examples • Engineering • Search engines, • web mining, click mining, Ad placement, RT Bidding • Computer vision, image understanding, situational awareness • Natural language processing, Machine Translation • Anti-spam, • Learning analytics • Financial trading, HFT • Recommender systems.... • Autonomous systems • Scientific investigations: astronomy, genomics,... Where are we, right now? Pourquoi ces meet-ups? • Pour les débutants, permettre de voir ce qui est faisable au de-là de considérations technologiques. Cette "science" est nouvelle, tout le monde souffre du syndrôme de l'imposteur à des degrés divers. • Pour les experimentés • Apprendre • Meilleure connaissance des avancées algorithmiques • Pour tous • Dévelopement d'une culture parisienne et française des données et des algorithmes d'apprentissages. Contact us if you want to give a talk or host a meetup • Franck Bardol, [email protected] • Igor Carron, [email protected]