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Machine Learning Authors: Elizabeth White, Liz McMillan, Yeshim Deniz, Pat Romanski, Corey Roth

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The Consumerization of Artificial Intelligence | @ExpoDX #AI #ArtificialIntelligence #DigitalTransformation

Consumerization is the design, marketing, and selling of products and services targeting the individual end consumer.

Consumerization is the design, marketing, and selling of products and services targeting the individual end consumer.

Apple CEO Tim Cook recently promoted a $100-per-year iPhone app called Derm Expert. Derm Expert allows doctors to diagnose skin problems using only their iPhone.  Doctors take a photo of a patient’s skin condition and then Derm Expert diagnoses the problem and prescribes treatment. Doctors can effectively treat patients without a high performance computer or an expensive technology environment. They just need the same iPhone that you and I use every day.

Derm Expert makes use of Apple’s Core ML framework that is built into all new iPhones. Core ML makes it possible to run Machine Learning and Deep Learning algorithms on an iPhone without having to upload the photos to the “cloud” for processing.

Apple is not the only company integrating Machine Learning and Deep Learning frameworks into their products, but it may be the first company to put such a powerful capability into the hands of millions of consumers. Whether we know it or not, we have all become “Citizens of Data Science,” and the world will never be the same.

Embedding Machine Learning Frameworks

Apple Core ML in the iPhone is an example of how industry leaders are seamlessly embedding powerful machine learning, deep learning, and artificial intelligence frameworks into their development and operating platforms. Doing so enables Apple IOS developers to create a more engaging, easy-to-use customer experience, leveraging Natural Language Processing (NLP) for voice-to-text translation (Siri) and Facial recognition. Plus, it opens the door for countless new apps and use cases that can exploit the power of these embedded frameworks.

Core ML enables developers to integrate a broad variety of machine learning algorithms into their apps with just a few lines of code. Core ML supports over 30 deep learning (neural network) algorithms, as well as Support Vector Machine (SVM) and Generalized Linear Models (GLM)[1].

For example,

  • Developers can integrate computer vision machine learning features into their app including face tracking, face detection, landmarks, text detection, rectangle detection, barcode detection, object tracking and image registration.
  • The natural language processing APIs in Core ML use machine learning to decipher text using language identification, tokenization, lemmatization and named entity recognition.

Core ML supports Vision for image analysis, Foundation for natural language processing, and GameplayKit for evaluating learned decision trees (see Figure 2).

Machine Learning and Deep Learning Microprocessor Specialization

Artificial intelligence, machine learning and deep learning (AI | ML | DL) require massive amounts of computer processing power. And while the current solution is just to throw more processors at the problem, eventually that solution won’t scale as the processing needs and the volume of detailed, real-time data increase3.

One of the developments leading to the consumerization of artificial intelligence is the ability to exploit microprocessor or hardware specialization. The traditional Central Processing Unit (CPU) is being replaced by special-purpose microprocessors built to execute complex machine learning and deep learning algorithms.

This includes:

  • Graphics Processing Unit (GPU): a specialized electronic circuit designed to render 2D and 3D graphics together with a CPU. It is also known as a graphics card in the gamer’s culture. Now GPUs are being harnessed more broadly to accelerate computational workloads in areas such as financial modeling, cutting-edge scientific research, deep learning, analytics, and oil and gas exploration etc.
  • Tensor Processing Unit (TPU): a custom-built integrated circuit developed specifically for machine learning and tailored for TensorFlow (Google’s open-source machine learning framework).TPU is designed to handle common machine learning and neural networking calculations for training and inference, specifically: matrix multiply, dot product, and quantization transforms. On production, AI workloads that utilize neural network inference, the TPU is 15 times to 30 times faster than contemporary GPUs and CPUs, according to Google.

Intel is designing a new chip specifically for Deep Learning called the Intel® Nervana™ Neural Network Processor (NNP)[4]. The Intel Nervana NNP supports deep learning primitives such as matrix multiplication and convolutions. Intel Nervana NNP enables better memory management for Deep Learning algorithms to achieve high levels of utilization of the massive amount of compute on each die.

The bottom-line translates to achieving faster training time for Deep Learning models.

Finally, a new company called “Groq” is building a special purpose chip that will run 400 trillion operations per second, more than twice as fast as Google’s TPU[5].

What do all these advancements in GPU and TPU mean to you the consumer?

“Smart” apps that leverage these powerful processors and the embedded AI | ML | DL frameworks to learn more about you to provide a hyper-personalized, prescriptive user experience.

It’ll be like a really smart, highly attentive personal assistant on steroids!

The Power of AI in Your Hands

Unknowingly over the past few years, artificial intelligence worked its way into our everyday lives. Give a command to Siri or Alexa and AI kicks in to translate what you said and look up answer. Upload a photo to Facebook and AI identifies the people in the photo. Enter a destination into Waze or Google Maps and AI provides updated recommendations on the best route. Push a button and AI parallel parks your car all by itself (dang, where was that during my driver’s test!).

With advances in computer processors and embedded AI | ML | DL frameworks, we are just beginning to see the use cases. And like the Derm Expert app highlights, the way that we live will never be the same.

Sources:

[1]Build More Intelligent Apps With Machine Learning

Figure 2: Core ML

[3]Are limitations of CPU speed and memory prevent us from creating AI systems

[4]Intel® Nervana™ Neural Network Processors (NNP) Redefine AI Silicon

[5]Groq Says It Will Reveal Potent Artificial Intelligence Chip Next Year

The post The Consumerization of Artificial Intelligence appeared first on InFocus Blog | Dell EMC Services.


DXWorldEXPO LLC, the producer of the world's most influential technology conferences and trade shows has announced the conference tracks for CloudEXPO | DXWorldEXPO 2018 New York.

DXWordEXPO New York 2018, colocated with CloudEXPO New York 2018 will be held November 11-13, 2018, in New York City.

Digital Transformation (DX) is a major focus with the introduction of DXWorldEXPO within the program. Successful transformation requires a laser focus on being data-driven and on using all the tools available that enable transformation if they plan to survive over the long term.

A total of 88% of Fortune 500 companies from a generation ago are now out of business. Only 12% still survive. Similar percentages are found throughout enterprises of all sizes.

Register for Full Conference "Gold Pass" ▸ Here (Expo Hall ▸ Here)

Sponsorship Opportunities Here

Speaking Opportunities Here

Sponsorship and Speaking Inquiries: [email protected].

2018 Conference Agenda, Keynotes and 10 Conference Tracks

DXWordEXPO New York 2018 and Cloud Expo New York 2018 agenda present 222 rockstar faculty members, 200 sessions and 22 keynotes and general sessions in 10 distinct conference tracks.

  • Cloud-Native | Serverless
  • DevOpsSummit
  • FinTechEXPO - New York Blockchain Event
  • CloudEXPO - Enterprise Cloud
  • DXWorldEXPO - Digital Transformation (DX)
  • Smart Cities | IoT | IIoT
  • AI | Machine Learning | Cognitive Computing
  • BigData | Analytics
  • The API Enterprise | Mobility | Security
  • Hot Topics | FinTech | WebRTC

Register for Full Conference "Gold Pass" ▸ Here (Expo Hall ▸ Here)

DXWorldEXPO | CloudEXPO 2018 New York cover all of these tools, with the most comprehensive program and with 222 rockstar speakers throughout our industry presenting 22 Keynotes and General Sessions, 200 Breakout Sessions along 10 Tracks, as well as our signature Power Panels. Our Expo Floor brings together the world's leading companies throughout the world of Cloud Computing, DevOps, FinTech, Digital Transformation, and all they entail.

As your enterprise creates a vision and strategy that enables you to create your own unique, long-term success, learning about all the technologies involved is essential. Companies today not only form multi-cloud and hybrid cloud architectures, but create them with built-in cognitive capabilities.

Cloud-Native thinking is now the norm in financial services, manufacturing, telco, healthcare, transportation, energy, media, entertainment, retail and other consumer industries, as well as the public sector.

CloudEXPO is the world's most influential technology event where Cloud Computing was coined over a decade ago and where technology buyers and vendors meet to experience and discuss the big picture of Digital Transformation and all of the strategies, tactics, and tools they need to realize their goals.

FinTech Is Now Part of the DXWorldEXPO | CloudEXPO Program!

Financial enterprises in New York City, London, Singapore, and other world financial capitals are embracing a new generation of smart, automated FinTech that eliminates many cumbersome, slow, and expensive intermediate processes from their businesses.

Accordingly, attendees at the upcoming 22nd CloudEXPO | DXWorldEXPO November 11-13, 2018 in New York City will find fresh new content in two new tracks called:

  • FinTechEXPO
  • New York Blockchain Event

which will incorporate FinTech and Blockchain, as well as machine learning, artificial intelligence and deep learning in these two distinct tracks.

Register for Full Conference "Gold Pass" ▸ Here (Expo Hall ▸ Here)

Sponsorship Opportunities Here

Speaking Opportunities Here

Sponsorship and Speaking Inquiries: [email protected].

FinTech brings efficiency as well as the ability to deliver new services and a much improved customer experience throughout the global financial services industry. FinTech is a natural fit with cloud computing, as new services are quickly developed, deployed, and scaled on public, private, and hybrid clouds.

More than US$20 billion in venture capital is being invested in FinTech this year. DXWorldEXPOCloudEXPO are pleased to bring you the latest FinTech developments as an integral part of our program.

DXWorldEXPO | CloudEXPO are accepting speaking submissions for this new track, so please visit Cloud Computing Expo for the latest information or contact us at [email protected]

Register for Full Conference "Gold Pass" ▸ Here (Expo Hall ▸ Here)

Sponsorship Opportunities Here

Speaking Opportunities Here

Sponsorship and Speaking Inquiries: [email protected].

Download Slide Deck ▸ Here

Only DXWorldEXPO | CloudEXPO bring together all this in a single location:

Attend DXWorldEXPO | CloudEXPO. Build your own custom experience. Learn about the world's latest technologies and chart your course to Digital Transformation.

22nd International DXWorldEXPO | CloudEXPO, taking place November 11-13, 2018, in New York City, will feature technical sessions from a rock star conference faculty and the leading industry players in the world.

Register for Full Conference "Gold Pass" ▸ Here (Expo Hall ▸ Here)

Sponsorship Opportunities Here

Speaking Opportunities Here

Sponsorship and Speaking Inquiries: [email protected].

Download Slide Deck: ▸ Here

Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy. Meanwhile, 94% of enterprises are using some form of XaaS - software, platform, and infrastructure as a service.

With major technology companies and startups seriously embracing Cloud strategies, now is the perfect time to attend and learn what is going on, contribute to the discussions, and ensure that your enterprise is on the right path to Digital Transformation.

Every Global 2000 enterprise in the world is now integrating cloud computing in some form into its IT development and operations. Midsize and small businesses are also migrating to the cloud in increasing numbers.

Register for Full Conference "Gold Pass" ▸ Here (Expo Hall ▸ Here)

Sponsorship Opportunities Here

Speaking Opportunities Here

Sponsorship and Speaking Inquiries: [email protected].

Download Slide Deck: ▸ Here

Companies are each developing their unique mix of cloud technologies and services, forming multi-cloud and hybrid cloud architectures and deployments across all major industries. Cloud-driven thinking has become the norm in financial services, manufacturing, telco, healthcare, transportation, energy, media, entertainment, retail and other consumer industries, and the public sector.

Sponsorship Opportunities

DXWorldEXPO | CloudEXPO are the single show where technology buyers and vendors can meet to experience and discus cloud computing and all that it entails. Sponsors of DXWorldEXPO | CloudEXPO will benefit from unmatched branding, profile building and lead generation opportunities through:

  • Featured on-site presentation and ongoing on-demand webcast exposure to a captive audience of industry decision-makers.
  • Showcase exhibition during our new extended dedicated expo hours
  • Breakout Session Priority scheduling for Sponsors that have been guaranteed a 35-minute technical session
  • Online advertising on 4,5 million article pages in SYS-CON's i-Technology Publications
  • Capitalize on our Comprehensive Marketing efforts leading up to the show with print mailings, e-newsletters and extensive online media coverage.
  • Unprecedented PR Coverage: Unmatched editorial coverage on Cloud Computing Journal.
  • Tweetup to over 100,000 plus Twitter followers
  • Press releases sent on major wire services to over 500 industry analysts.

Secrets of Our Most Popular Sponsors and Exhibitors ▸ Here

For more information on sponsorship, exhibit, and keynote opportunities, contact [email protected].

Sponsorship Opportunities Here

Download Slide Deck:Here

Speaking Opportunities

The upcoming 22nd International DXWorldEXPO | CloudEXPO November 11-13, 2018 in New York City, NY announces that its Call For Papers for speaking opportunities is now open.

Secrets of Our Most Popular Faculty Members ▸ Here

Submit your speaking proposal Here or by email [email protected].

Download Slide Deck: ▸ Here

About DXWorldEXPO LLC

DXWorldEXPO LLC is a Lighthouse Point, Florida-based trade show company and the creator of DXWorldEXPODigital Transformation Conference & Expo. The company produces and presents CloudEXPO, DevOpsSummitFinTechEXPO Blockchain Event, the world's most influential conferences and trade shows.

Read the original blog entry...

More Stories By William Schmarzo

Bill Schmarzo, author of “Big Data: Understanding How Data Powers Big Business” and “Big Data MBA: Driving Business Strategies with Data Science”, is responsible for setting strategy and defining the Big Data service offerings for Dell EMC’s Big Data Practice.

As a CTO within Dell EMC’s 2,000+ person consulting organization, he works with organizations to identify where and how to start their big data journeys. He’s written white papers, is an avid blogger and is a frequent speaker on the use of Big Data and data science to power an organization’s key business initiatives. He is a University of San Francisco School of Management (SOM) Executive Fellow where he teaches the “Big Data MBA” course. Bill also just completed a research paper on “Determining The Economic Value of Data”. Onalytica recently ranked Bill as #4 Big Data Influencer worldwide.

Bill has over three decades of experience in data warehousing, BI and analytics. Bill authored the Vision Workshop methodology that links an organization’s strategic business initiatives with their supporting data and analytic requirements. Bill serves on the City of San Jose’s Technology Innovation Board, and on the faculties of The Data Warehouse Institute and Strata.

Previously, Bill was vice president of Analytics at Yahoo where he was responsible for the development of Yahoo’s Advertiser and Website analytics products, including the delivery of “actionable insights” through a holistic user experience. Before that, Bill oversaw the Analytic Applications business unit at Business Objects, including the development, marketing and sales of their industry-defining analytic applications.

Bill holds a Masters Business Administration from University of Iowa and a Bachelor of Science degree in Mathematics, Computer Science and Business Administration from Coe College.

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