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DATA + ALGO = LOGIC LOGIC + DATA = ANSWERS JAN 2014 STAT ML Learn from experience and generalize PR AI predictions DM Most likely classifications CS analytics Discovery of unknown patterns FOR EXAMPLE • AUTO TRANSMISSIONS • CREDIT CARD FRAUD • ROBOT TRAINING • GAMES • STOCK PICKERS • COMPUTATION ADVERTISING • SIRI • SENTIMENT ANALYSIS • OPTICAL RECOG • WATSON • NATURAL LANGUAGE • WALMART LOGISTICS • SEARCH • …AND ON AND ON AND ON WHY THIS IMPERATIVE • BIG DATA - THE TSUNAMI IS UPON US • INTERNET OF THINGS – A WORLD WHERE EVERYTHING RADIATES NOISY DATA • RISE IN COMPLEXITY – INTERCONNECTED SYSTEMS OPTIMIZATION IS OUR FIRE/COAL/OIL • SPEED OF OPERATIONS – WE CARBON-BASED-WORK-UNIT ARE TOO SLOW TO FLY THE PLANE • COMPUTATIONAL CAPABILITY – ALL THE STORAGE, VERY FAST, ALL THE COMPUTE POWER NEEDED • STRUCTURAL FRICTION – NO TIME (OR PEOPLE) TO STRUCTURE, DESIGN, GET IT PERFECT WORKING PARTS • DECISION TREES • OUTLIERS DETECTION • INFERENCE • CLUSTERING • NEURAL NETS • CLASSIFICATION • SEMANTICS • REGRESSION • CLUSTERING • INDUCTIVE • BAYESIAN TOOLS • AYASDI • PYTHON SCIKIT-LEARN • LIONSOLVER • ANGOSS KNOWLEDGESTUDIO • R • MICROSOFT ANALYSIS SERVICES • APACHE MAHOUT • RAPIDMINER • NETOWL • GESTURE RECOGNITION TOOLKIT • SAS ENTERPRISE MINER • POLYANALYST • IBM SPSS MODELER • SHOGUN TOOLBOX • PREDIXION INSIGHT • KNIME • STATISTICA DATA MINER • QIWARE • KXEN MODELER • WEKA • SAS ENTERPRISE MINER • LIONSOLVER • ANGOSS KNOWLEDGESTUDIO • STATISTICA DATA MINER • MATLAB • BIRT ANALYTICS • ORACLE DATA MINING • CLARABRIDGE • ORANGE • IBM DB2 INTELLIGENT MINER WHAT’S AHEAD ? Threat prediction ? ? Population health ? Personal robotics ? Systems tuning (from traffic to teapots) ? ?
