Download ml dm pr

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)
?
?