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Data + ALgo = Logic Logic + Data = ANSwers

Data + ALgo = Logic Logic + Data = ANSwers. Jan 2014. STAT. ML. Learn from experience a nd generalize. PR. AI. predictions. DM. Most likely classifications. CS. Discovery of unknown patterns. analytics. FOR EXAMPLE. AUTO TRANSMISSIONS ROBOT TRAINING STOCK PICKERS SIRI

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Data + ALgo = Logic Logic + Data = ANSwers

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  1. Data + ALgo = LogicLogic + Data = ANSwers Jan 2014

  2. STAT ML Learn from experience and generalize PR AI predictions DM Most likely classifications CS Discovery of unknown patterns analytics

  3. FOR EXAMPLE • AUTO TRANSMISSIONS • ROBOT TRAINING • STOCK PICKERS • SIRI • OPTICAL RECOG • NATURAL LANGUAGE • SEARCH • CREDIT CARD FRAUD • GAMES • COMPUTATION ADVERTISING • SENTIMENT ANALYSIS • WATSON • Walmart logistics • …AND ON AND ON AND ON

  4. 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

  5. WORKING PARTS • DECISION TREES • INFERENCE • NEURAL NETS • SEMANTICS • CLUSTERING • INDUCTIVE • BAYESIAN • Outliers detection • Clustering • Classification • regression

  6. TOOLS • LIONsolver • Microsoft Analysis Services • NetOwl • PolyAnalyst • Predixion Insight • QIWare • SAS Enterprise Miner • STATISTICA Data Miner • Ayasdi • AngossKnowledgeSTUDIO • Apache Mahout • Gesture Recognition Toolkit • IBM SPSS Modeler • KNIME • KXEN Modeler • LIONsolver • MATLAB • Oracle Data Mining • Orange • Python scikit-learn • R • RapidMiner • SAS Enterprise Miner • Shogun toolbox • STATISTICA Data Miner • Weka • AngossKnowledgeSTUDIO • BIRT Analytics • Clarabridge • IBM DB2 Intelligent Miner

  7. WHAT’S AHEAD ? Threat prediction ? ? Population health ? ? Personal robotics ? Systems tuning (from traffic to teapots) ?

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