Post on 14-Nov-2014
description
IBM WATSONPratheeban RMBA – I year
Banking TechnologySchool of Management
WATSONArtificially intelligent computer systemCapable of answering questions posed in natural
languageDeveloped in IBM's DeepQA projectWatson was named after IBM's Thomas J. Watson.
Actually, What is it?
Actually, What is it?question answering (QA) computing system
advanced natural language processinginformation retrievalknowledge representationautomated reasoningmachine learning technologies
to the field of open domain question answering
Hardwareworkload optimized, integrating massively
parallel POWER7 processors and being built on IBM's DeepQA technology
composed of a cluster of ninety IBM Power 750 servers, each of which uses a 3.5 GHz POWER7 eight core processor, with four threads per core
In total, the system has 2,880 POWER7 processor cores and is able to store 16 terabytes of RAM
HardwareWatson can process 500 gigabytes, the
equivalent of a million books, per secondWatson's hardware cost at about $3 million
and with 80 TeraFLOPsthe content was stored in Watson's RAM for
the operation because data stored on hard drives are too slow to access
POWER 7 Processors
POWER 7 Processors – in process
Softwarewritten in various languages
Java, C++, Prolog, etcApache Hadoop framework for distributed
computing, Apache UIMA (Unstructured Information Management Architecture) framework
IBM’s DeepQA
SoftwareSUSE Linux Enterprise Server 11 operating
systemmore than 100 different techniques
analyze natural languageidentify sourcesfind and generate hypothesesfind and score evidencemerge and rank hypotheses
DATASources of information include
encyclopaedias, dictionaries, thesauri, newswire articles, and literary works.
Watson also used databases, taxonomies, and ontologies.DBPedia, WordNet, Yago
Millions of information and data - to build its knowledge.
Architecture
Data Flow
First ImplementationWatson competed on Jeopardy! against
former winners Brad Rutterand Ken JenningsWatson received the first prize of $1 million
Watson – answering
Current ImplementationWatson software system's first commercial
application would be for utilization management decisions
Lung cancer treatment at Memorial Sloan–Kettering Cancer Center in conjunction with health insurance company WellPoint
IBM Watson’s business chief Manoj Saxena says that 90% of nurses in the field who use Watson now follow its guidance
WATSON at Health Care
Future ImplementationRensselaer Polytechnic Institute will receive
a successor version of Watsonat the Institute's technology park – for
researchers and students
Watson Applications
Thank You!