Artificial Intelligence is Here: What You Need To Know How To … Intelligence... · 2018-07-10 ·...

Artificial Intelligence is Here: What You Need To Know And How To Make AI Work For You

Joe BarkaiJune 19, 2018

@JoeBarkai

Joe Barkai

Find Me: joe@JoeBarkai.com | LinkedIn: Joe Barkai | Twitter: @JoeBarkai

Artificial Intelligence and Machine Learning in Asset Maintenance

Promises, Perils and Best Practices

Joe BarkaiJune 19, 2018

Find Me: joe@JoeBarkai.com | LinkedIn: Joe Barkai | Twitter: @JoeBarkai 4

It Isn't Magic

POC BuildTest &

ValidateAdoption & Scale

Maintain

Machine Self-learning

Establishing a Baseline

Test and Validation

• Unmanageable number of scenarios, variants and configurations

• Validate against (absent) human knowledge

• The problem with black-box systems

The Problem With Black-box Systems

• Explainability & transparency

• Proving coverage

• Hidden biases

Bad Data Can Corrupt Machine Learning

(But you wouldn't know it…)

We Need Responsible AI

• Algorithmic transparency

• Explainability

• Use machine learning to uncover biases

No novel science or technology of such magnitude arrives without disadvantages, even perils.

Pamela McCorduck“

Scaling AI

Deciphering Trends:

• Configuration / task-specific or an anomaly?

• Normal wear and tear or a looming problem?

Everything Is Changing

• Wear and tear

• Product improvement

• Spare parts policy

• Contractual obligations and SLAs

• Safety and compliance directives

• …

But The Need Is Real

The Growing Knowledge Gap

Containing a Growing Knowledge Gap

• Increased product complexity

• From standard products to mass-customization to customization: many one-off configurations

• New manufacturing methods

• Reliability is a double-edge sword

• Departure of experienced workforce

Formalizing Tribal Knowledge

Systemizing and applying internal and external knowhow and best practices

We assumed engineers know what they were doing and use available tools and know-how.

GE Healthcare“

Lets Get Practical

IoT Cliché Of The Day

Think big, start small, scale fast

Do You Deliver Value?

Source: McKinsey

Be Realistic

Predictive maintenance enhanced by AI allows for better prediction and avoidance of machine failure by combining data from advanced Internet of Things (IoT) sensors and maintenance logs as well as external sources. Asset productivity increases of up to 20% are possible, and overall maintenance costs may be reduced by up to 10%.

Source: McKinsey

Technology: More Than Machine Learning…

AI Technologies for Asset Maintenance Applications

• Rule-based Systems

• Model-based Reasoning

• Case-based Reasoning

Be Pragmatic

• Select the right problem and technology

• Focus on business outcomes

• Recognize challenges in validation and scaling

• Domain and data expertise are critical

And Don’t Expect Magic!

To Stay in Touch

@JoeBarkai

JoeBarkai.com

joe@JoeBarkai.com

Joe Barkai

(and request presentation slides)

Artificial Intelligence is Here: What You Need To Know How To … Intelligence... · 2018-07-10 ·...

Documents

Machine Intelligence Applications for IoT Slam Dec 1st 2016

Artificial intelligence and IoT

Intelligence in the Internet of Things (IoT)

How the IoT transforms Building Intelligence...Oslo, 8 March 2016 · Jan Kemeling · CCO, Gooee How the IoT transforms Building Intelligence

Building Blocks of Cortana Intelligence Suite - … · Building Blocks of Cortana Intelligence Suite. ... Building Blocks of Cortana Intelligence Suite. ... IoT Hub Plus other

IoT, computer intelligence and javascript in the physical world

Kim Escherich | @kescherich IoT Innovation Architect · Kim Escherich IoT Innovation Architect • Internet of Things • Artificial intelligence • Smarter Cities • Buildings

Microsoft Internet of Things konference 2015 - IoT og Business Intelligence

1 Edge Intelligence for Empowering IoT-based Healthcare

Competitive Edge from Edge Intelligence IoT … ThingWorx About ParStream ... Competitive Edge from Edge Intelligence ... Competitive Edge from Edge Intelligence – IoT Analytics

Considerations for Enterprise Grade IoT · l Enterprise Grade IoT l Intelligent IoT Gateway l Summary 2. Data acquisition at edge, intelligence in cloud ... mission-critical, safety

Core Technologies of Edge Intelligence for the IoT€¦ · Core Technologies of Edge Intelligence for the IoT ... Introduction This white paper ... MQTT is an extremely simple and

Big Data Open Source Tools and Trends: Enable Real-Time Business Intelligence from Machine Logs

Programmableembeddedsoftware ... · Iot intelligence at the edge mPower Iot embedded software security Edge intelligence Iot embedded software Conduit software Multiconnect rcell

Core Technologies of Edge Intelligence for the IoT · Core Technologies of Edge Intelligence for the IoT This white paper introduces Advantech’s Edge Intelligence Server (EIS) that

INTELLIGENCE€¦ · INTELLIGENCE • Video Management • License Plate Recognition (LPR) • Facial Recognition • Motion detection and video analysis • IOT • Building Management

Ericsson Technology Review: Tackling IoT complexity with machine intelligence

When IoT Meets Artificial Intelligence

Artificial Intelligence Trends · Trend 2: AI + IoT = AIoT (Artiﬁcial Intelligence of Things) IoT devices are generating a vast amount of data that can be then gleaned for insights

Embedded IoT WISE-PaaS/Embedded · 2018-10-05 · a Collaborative Ecosystem WISE-PaaS/Embedded Embedded IoT IoT PaaS Software Marketplace. PaaS Cloud Services Edge Intelligence Integrated