IBM Watson: Bringing Machine Learning, AI and cognitive to lifewebserver.bi-academy.eu/download/BDD17/Hoge.pdf · 2017. 8. 2. · Watson’s APIs are the cognitive building blocks

IBM Watson: Bringing Machine Learning, AI and

cognitive to lifeRethink business, technology and data to

build a platform for the future of your business

Wilfried HogeCognitive Solution Architect

[email protected] @wilfriedhoge

Reinventing industries one app at a time North Face reimagines customer

engagement

First of a kind mobile shopping companion learns and interacts in natural language.

Kone gets major lift from cognitive, data, and analytics

Cognitive elevators interact with maintenance staff to help improve safety and quality.

Woodside gives one engineer the insights of 1,000

Analyzing data from 80k sensors, 1 million docs, and 30 years of lessons learned.

2Cloud & Cognitive Solutions - IBM 2017

The right architecture supports innovation today, tomorrow and beyond.

Four dimensions designed as an integrated whole to support innovation today and in the future

Deploy new, industry-specific, differentiating capabilities fast

Allow your accumulated expertise to shine through in everything you do

The ability to derive insights and knowledge from your data while governing regardless of location, respecting compliance and sovereignty

Integrate mission critical applications alongside new, cognitive and data loads and accelerate AI data ingestion and training


Cloud Infrastructure

Data

AI/Cognitive

Applications, solutions and services

IBM delivers an architecture engineered to bring Machine Learning, AI and cognitive to life.


Cloud InfrastructureA highly scalable, security enabled infrastructure

DataTools to prepare data for cognitive

AICognitive building blocks for developers

Applications, solutions and servicesTargeted solutions for enterprise businesses

Ingestion

Conversation

Storage Analytics Deployment Governance

Visual Recognition

Discovery

Speech

Compare and Comply

Document Conversion

DLaaS

Nat Language Understanding

Nat Language Classifier

ToneAnalyzer

PersonalInsight

KnowledgeQuery

Cloud Integration

Networking SecurityCore

Enterprise Infrastructure

CognitiveSystems

Virtual Servers File StorageObject

Storage

Cognitive Micro-services DevOps Tooling

WatsonOncology

WatsonCyber

SecurityWeather

IBM Services &

Ind. Solutions

WatsonVirtual Agent

Watson Explore

and Discover

IBM Risk and

Compliance

Asset Mgmt.

(Maximo)

The Watson Platform is Growing

5

Watson’s APIs are the cognitive building blocks that harness our data.

ConversationFace Detection Natural Language Classifier Speech to Text Text to Speech Language Translator Language Detection Sentiment Analysis Retrieve and RankImage Link Extraction Tradeoff AnalyticsEntity ExtractionTone Analyzer

Personality Insights Taxonomy Author Extraction Concept Tagging Document Conversion Feed Detection Natural Language UnderstandingKeyword Extraction Visual Recognition Image Tagging Text Extraction Discovery NewsDiscovery

v

Discovery

Natural Language Classifier

Tone Analyzer

WatsonCloud & Cognitive Solutions - IBM 2017

Watson Conversation

Unique Intents100s 100,000+

Freq

uenc

y of

Que

stio

ns

Long Tail

Turn on my headlights.

My exhaust is making a rattling sound, how do I troubleshoot the problem?

Here Watson uses reasoning strategies that focus on the language and context of the question.

Short Tail

WatsonDiscovery Service

Here Watson uses reasoning strategies that focus on identifying the most appropriate answer.

Watson

Combine Watson Discovery with Watson Conversation for question distribution


As data maturity increases, so does the number ofData Professionals who are hungry to put data to work

Social

IoT

DBaaS DB/DW

Public

An IBM Business

Business Analysts

Data ScientistsApp Developers

Data EngineersEasily discover and

explore data to improve decisions

Tame, curate and secure data to make it relevant

and accessible.

Easily plug into data and models to make apps more powerful

Streamline algorithm development to deliver insight faster

Watson 7Cloud & Cognitive Solutions - IBM 2017Cloud & Cognitive Solutions - IBM 2017 7

IBM Watson Data PlatformConnects Users to Data and Analytics

Data Engineering Data Science Business Analysis App Development

analytics operating system

Data Sources• On-premises / cloud• Structured / unstructured

[and content repositories]• In-motion / at-rest• Internal / external

HadoopNoSQL / SQLObject store

Discovery / ExplorationMachine learning

Model development

Reports / DashboardsApplications

APIs

IntegrationMatching / Quality

StreamingPersist

Analyze

Ingest Deploy

Iterate

Govern

Data AssessmentMetadata / Policies

Find Share Collaborate

common data, pipelines and projects

Cloud & Cognitive Solutions - IBM 2017 8


Data Science Experience and Watson Machine Learning* bring Machine Learning easily to applications

Use the IBM ML wizard in DSX to access and prepare data, …

… train and evaluate your models directly inside the Wizard, …

… and deploy the model to WML as a web service with a single click

• DSX wizards helps the Data Scientistselecting data sources, reviewing the data to ensure it's right for needs, and preparing it for machine learning.

• Build on data sets prepared by Data Engineer.

• Training the model, validating the results, and checking model's performance directly in the tool.

• Support for SparkML, Scikit Learn and SPSS Model deployment.

• Deep Learning with GPU support for training coming (TensorFlow, Caffe, Torch, Keras, Theano)

• Once satisfied with model, deploy it as batch, real-time, or streaming in WML.

• App Developers can access deployed models from the applications they are building through RESTful API.

* currently in beta

CLIENT NEED

Converge and analyze diverse data sets (ticket sales, vendor booth sales, social media, weather data, and real-time information from the mobile app) to optimize festival operations and decision-making.

Roskilde Festival uses IBM Cloud & Analytics to gain critical insight into their operations

10

Big data lab solution up and running in short time

Created predictive models based on real-time crowd movement to aid in running the festival.

Even non-technical users were able to use IBM Watson Analytics to derive meaningful insights.

FAST UPTIME DRIVE EFFICIENCIES

INSIGHTS

Cloud & Cognitive Solutions - IBM 2017 https://www.youtube.com/watch?v=63DZoT3XB4I

Questions? @wilfriedhoge

IBM Watson: Bringing Machine Learning, AI and cognitive to lifewebserver.bi-academy.eu/download/BDD17/Hoge.pdf · 2017. 8. 2. · Watson’s APIs are the cognitive building blocks

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