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© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Generative AI in
Manufacturing
2 0 2 4 A W S C O M M U N I T Y D A Y | M I D W E S T
Rob Sable
Sr Solutions Architect
Amazon Web Services
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
01
Modernize and
reduce tech debt
04
Generative AI in Manufacturing
Democratize
access to data
03
Close the shop
floor skills gap
02
Focus to drive
business value
05 06
3
AI-driven
transformation
Learn more about
Gen AI on AWS
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. 4
THE NEW NORMAL?
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
93%of industrial companies believe AI will be a game changer
in driving growth and innovation in the sector*
*According to Deloitte study
5
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The tipping point for
MASSIVE PROLIFERATION
OF DATA
MACHINE LEARNING
INNOVATION
AVAILABILITY OF
SCALABLE COMPUTE
CAPACITY
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Generative AI is powered
by foundation models
Pretrained on vast amounts of
unstructured data
Contain large number of parameters that make
them capable of learning complex concepts
Can be applied in a wide range of contexts
Customize FMs using your data for domain
specific tasks
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Generative AI in manufacturing
C O M M O N D E S I R E D B E N E F I T S
8
Increase efficiency
and productivity
New business models
and revenue streams
Reduce time and cost to
innovate with AI
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Manufacturing Use Cases
9
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
CHATBOTS
VIRTUAL ASSISTANTS
CONVERSATION
ANALYTICS
PERSONALIZATION
CONVERSATIONAL SEARCH
SUMMARIZATION
CONTENT CREATION
CODE GENERATION
DATA TO INSIGHTS
DOCUMENT PROCESSING
DATA AUGMENTATION
CYBERSECURITY
PROCESS OPTIMIZATION
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Close the Shop
Floor Skills Gap
AGI NG WORKFORCE AND RI SI NG
ATTRI TI ON RATES
UPSKI LL WORKERS FASTER WI TH
MORE CONSI STENCY
12
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Learn about procedures, maintenance, and operations, and
get diagnostics and troubleshoot issues.
Interactive
maintenance
& operations
guides
W H A T
Workers can learn about shop floor equipment from
interactive guides and troubleshoot using gen AI applications
trained on company’s data such as user manuals, factory
analytics, procedures and historical failure patterns.
H O W
E F F O R T & B U S I N E S S B E N E F I T
Medium effort | Business agility, staff productivity
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Accelerating time to diagnose and repair for a
technician
14
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Democratize
Access to Data
WRI TE REPORTS OUTSI DE OF I T
CONNECT TO AN I NCREASI NG NUMBER
OF DATA SOURCES
AUTOMATE REPORTI NG I NSI GHTS
15
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Get business intelligence (BI), create compelling
visualizations, and execute complex analysis in seconds.
Generative business
intelligence with
natural language
W H A T
Use natural language prompts to create compelling sharable
data stories, get exec summaries, and receive data-backed
answers with a reimagined Q&A experience.
H O W
E F F O R T & B U S I N E S S B E N E F I T
Low effort | Improve staff productivity by reducing manual
data wrangling efforts, increase business agility by rapidly
obtaining & incorporating data insights into organization’s
operations.
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
What if…
17
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
What if…
18
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
What if…
19
https://aws.amazon.com/blogs/business-intelligence/announcing-generative-bi-
capabilities-in-amazon-quicksight/
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Modernize and
Reduce Tech Debt
I MPROVE THE BUI LDER EXPERI ENCE
REDUCE TI ME TO I DENTI FY AND
RESOLVE I SSUES
20
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Accelerate & lower cost of tech modernization efforts, such
as a mainframe migration or refactoring apps, to improve
productivity across the business.
Generative AI-
powered
assistant for
software
development
W H A T
Use generative AI to translate older code to modern
languages. Debug, test, optimize, and create new code.
H O W
E F F O R T & B U S I N E S S B E N E F I T
Medium effort | Cost savings, business agility, staff
productivity
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Q Developer
Reimagines the builder experience
across the entire SDLC
Helps developers and IT professionals
build and manage secure, scalable,
and highly available applications
Helps you write, debug, test, optimize,
and upgrade your code faster
Converses with you to explore new
AWS capabilities, learn unfamiliar
technologies, and architect solutions
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Retire tech debt at scale
Modernize projects and upgrade language version and
dependencies with Amazon Q Developer Agent for code transformation
Q Developer helps you
Drive developer & operations productivity
Get inline coding recommendations, summarize and document code,
scan for security issues, diagnose and troubleshoot bugs, and write unit tests
Improve security and code quality
Modernize and update old code, languages, and dependencies
with code scanning and automated remediation
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Driving Business Value
24
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Getting started with Gen AI
25
Common challenges Generative AI consideration
What is being generated and what to do
with it—is it API-based, conversational
user interface?
The FM will need to be fined tuned,
preferably with text or visual data, and
verifiable
Inference cost considerations; ROI vs. the
problem we’re solving & savings we create
Is the problem big enough?
Is there a sufficient data set available
and will the result be explainable?
Does the usage or insight need to be
automated into a workflow?
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
T O G E T B U S I N E S S V A L U E Q U I C K L Y W I T H G E N E R A T I V E A I
26
Key Focus Areas
Get started with generative
AI services for common
business tasks
Manage infrastructure to help ensure
optimal performance and cost
Choose a base FM and customize
it securely and quickly to build
differentiated apps
Enabling builders Cost effectiveness Faster time to value
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Learn More
27
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AI Use Case
Explorer
Easily find the most relevant AI
use cases with related content and
guidance to make them real
aiexplorer.aws.amazon.com
28
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
600+ digital
courses
© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Thank you!
Rob Sable
robsable@amazon.com
30

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Rob Sable: Gen AI and Manufacfuring Community Day

  • 1. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Generative AI in Manufacturing 2 0 2 4 A W S C O M M U N I T Y D A Y | M I D W E S T Rob Sable Sr Solutions Architect Amazon Web Services
  • 2. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. 01 Modernize and reduce tech debt 04 Generative AI in Manufacturing Democratize access to data 03 Close the shop floor skills gap 02 Focus to drive business value 05 06 3 AI-driven transformation Learn more about Gen AI on AWS
  • 3. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. 4 THE NEW NORMAL?
  • 4. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. 93%of industrial companies believe AI will be a game changer in driving growth and innovation in the sector* *According to Deloitte study 5
  • 5. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. The tipping point for MASSIVE PROLIFERATION OF DATA MACHINE LEARNING INNOVATION AVAILABILITY OF SCALABLE COMPUTE CAPACITY
  • 6. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Generative AI is powered by foundation models Pretrained on vast amounts of unstructured data Contain large number of parameters that make them capable of learning complex concepts Can be applied in a wide range of contexts Customize FMs using your data for domain specific tasks
  • 7. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Generative AI in manufacturing C O M M O N D E S I R E D B E N E F I T S 8 Increase efficiency and productivity New business models and revenue streams Reduce time and cost to innovate with AI
  • 8. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Manufacturing Use Cases 9
  • 9. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 10. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. CHATBOTS VIRTUAL ASSISTANTS CONVERSATION ANALYTICS PERSONALIZATION CONVERSATIONAL SEARCH SUMMARIZATION CONTENT CREATION CODE GENERATION DATA TO INSIGHTS DOCUMENT PROCESSING DATA AUGMENTATION CYBERSECURITY PROCESS OPTIMIZATION
  • 11. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Close the Shop Floor Skills Gap AGI NG WORKFORCE AND RI SI NG ATTRI TI ON RATES UPSKI LL WORKERS FASTER WI TH MORE CONSI STENCY 12
  • 12. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Learn about procedures, maintenance, and operations, and get diagnostics and troubleshoot issues. Interactive maintenance & operations guides W H A T Workers can learn about shop floor equipment from interactive guides and troubleshoot using gen AI applications trained on company’s data such as user manuals, factory analytics, procedures and historical failure patterns. H O W E F F O R T & B U S I N E S S B E N E F I T Medium effort | Business agility, staff productivity
  • 13. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Accelerating time to diagnose and repair for a technician 14
  • 14. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Democratize Access to Data WRI TE REPORTS OUTSI DE OF I T CONNECT TO AN I NCREASI NG NUMBER OF DATA SOURCES AUTOMATE REPORTI NG I NSI GHTS 15
  • 15. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Get business intelligence (BI), create compelling visualizations, and execute complex analysis in seconds. Generative business intelligence with natural language W H A T Use natural language prompts to create compelling sharable data stories, get exec summaries, and receive data-backed answers with a reimagined Q&A experience. H O W E F F O R T & B U S I N E S S B E N E F I T Low effort | Improve staff productivity by reducing manual data wrangling efforts, increase business agility by rapidly obtaining & incorporating data insights into organization’s operations.
  • 16. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. What if… 17
  • 17. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. What if… 18
  • 18. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. What if… 19 https://aws.amazon.com/blogs/business-intelligence/announcing-generative-bi- capabilities-in-amazon-quicksight/
  • 19. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Modernize and Reduce Tech Debt I MPROVE THE BUI LDER EXPERI ENCE REDUCE TI ME TO I DENTI FY AND RESOLVE I SSUES 20
  • 20. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Accelerate & lower cost of tech modernization efforts, such as a mainframe migration or refactoring apps, to improve productivity across the business. Generative AI- powered assistant for software development W H A T Use generative AI to translate older code to modern languages. Debug, test, optimize, and create new code. H O W E F F O R T & B U S I N E S S B E N E F I T Medium effort | Cost savings, business agility, staff productivity
  • 21. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Q Developer Reimagines the builder experience across the entire SDLC Helps developers and IT professionals build and manage secure, scalable, and highly available applications Helps you write, debug, test, optimize, and upgrade your code faster Converses with you to explore new AWS capabilities, learn unfamiliar technologies, and architect solutions
  • 22. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Retire tech debt at scale Modernize projects and upgrade language version and dependencies with Amazon Q Developer Agent for code transformation Q Developer helps you Drive developer & operations productivity Get inline coding recommendations, summarize and document code, scan for security issues, diagnose and troubleshoot bugs, and write unit tests Improve security and code quality Modernize and update old code, languages, and dependencies with code scanning and automated remediation
  • 23. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Driving Business Value 24
  • 24. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Getting started with Gen AI 25 Common challenges Generative AI consideration What is being generated and what to do with it—is it API-based, conversational user interface? The FM will need to be fined tuned, preferably with text or visual data, and verifiable Inference cost considerations; ROI vs. the problem we’re solving & savings we create Is the problem big enough? Is there a sufficient data set available and will the result be explainable? Does the usage or insight need to be automated into a workflow?
  • 25. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. T O G E T B U S I N E S S V A L U E Q U I C K L Y W I T H G E N E R A T I V E A I 26 Key Focus Areas Get started with generative AI services for common business tasks Manage infrastructure to help ensure optimal performance and cost Choose a base FM and customize it securely and quickly to build differentiated apps Enabling builders Cost effectiveness Faster time to value
  • 26. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Learn More 27
  • 27. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI Use Case Explorer Easily find the most relevant AI use cases with related content and guidance to make them real aiexplorer.aws.amazon.com 28
  • 28. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. 600+ digital courses
  • 29. © 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved. Thank you! Rob Sable [email protected] 30