IBM Watson

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Watson is an artificially intelligent computer system capable of answering questions posed in natural language, developed in IBM's DeepQA project. Watson is a cognitive technology that processes information more like a human than a computer—by understanding natural language, generating hypotheses based on evidence and learning as it goes.

Transcript of IBM Watson

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!