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H2O.ai Empowers an AI Transformation
Presented by: eRic Choo, MBA
Technical Business Development Manager
Confidential2
H2O.ai is the open source leader in AI
and Machine Learning
Democratize AI for Everyone
Make Your Company an AI Company
2
Confidentia
l
Confidential3 Confidential3
Industry 4.0 describes the trend where automation powered by data may be able to perform everyday
tasks. It is blurring the lines between the physical, digital and biological worlds. It also refers to the
blending of two or more technologies such as genetic engineering, materials science, Artificial
Intelligence (AI), advanced manufacturing and the Internet of Things (IoT) to result in innovations and
solutions. Industry 4.0 has ushered in the digital economy where technology is ubiquitous, driving
transformative change in the way we live and radically disrupting every business sector.
SGINNOVATE, (2020), “Industry 4.0: Singapore’s Strategy”, 20 February 2020, [online]. Available at https://www.sginnovate.com/blog/industry-40-singapore’s-strategy
Industry 4.0: Singapore’s Strategy
Spectral Engines Oy, (2018), “Industry 4.0 and how smart sensors make the difference”, 26 February 2018, [online].
Available at https://www.spectralengines.com/articles/industry-4-0-and-how-smart-sensors-make-the-difference
Confidential4
Closer to i4.0: How is AI improving Manufacturing?
• Machinery Maintenance and Quality are
the leading AI transformation projects in
manufacturing operations today.
• Caterpillar's Marine Division is saving
$400K per ship per year after machine
learning analysed data on how often hulls
should be cleaned for maximum efficiency.
• The BMW Group uses AI to evaluate
component images in ongoing production
lines to spot deviations from the standard
in real-time.
• Improving demand forecast accuracy is
showing solid results across multiple
industries with Consumer-Packaged Goods
manufacturers leading all others. – Danone
Group
Columbus, L., (2020), “10 Ways AI Is Improving Manufacturing In 2020”, 18 May 2020, [online]. Available at
https://www.forbes.com/sites/louiscolumbus/2020/05/18/10-ways-ai-is-improving-manufacturing-in-2020/#66cc30891e85
Confidential5
AI in Manufacturing: In a nutshell
$
Introducing AI into
different aspects of
a manufacturing
process can
potentially reduce
running cost in
terms of maintaining
asset machineries
and material usual.
AI on the other hand
can maximise yield
performance of a
manufactured
product in many
ways.
Confidential6
Data + AI + People Transformations
Confidential7
CPO Refinery Process (producing better quality of
CPO)Incomingandunloading
0.5% moisture
oven
weighing
Unloading area
Storage tank
Transfertoprocess
Refinery Process
Filtration (5μm)
Not more
than 265℃
PLC with
SCADA for
monitoring
RTD sensors
to measure
final
temperature
Passthroughdifferent
filtrationprocess
Furtherremove
moisture
Leaf Filter Process
Dryer Tank
Pressure Sensor
(Outlet vs Inlet)
Hourly Delta
measurement
CPO
Confidential8
Biodiesel (FAME) and Glycerin Process (FAME
process optimisation)
Incoming
Chemical Refining
Trans-esterification
Washing Drying
Catalyst
(fats & Methanol)
Biodiesel
(FAME)
Glycerin (Detergent)
Confidential9
Robotic Welding Arm
Welding
process
Photodiode
Camera /
Image
Processing
Visible Light
Emission
Plume and
Molten Pool
Feature
Keyhole
Feature
Time Domain
Frequency
Domain
Feature
Vector
Machine
Learning
Algorithm
Welding
Status
Prediction
Training
Yetkin, C., (2019), “Application of Machine Learning and AI in Industrial Welding”, 28 January 2019, [online]. Available at
https://datapao.com/application-of-machine-learning-and-ai-in-industrial-welding/
Monitor & raise
alarms
-online-
Compute
model
-offline-
ABB Robotic, (2013), “ABB Robotics - Welding Scooter & Motorcycle Frames”, [youtube-online].
Available at https://www.youtube.com/watch?start=21&feature=oembed&v=tRuqb6wquig
Confidential10
Our AI and ML
Platforms.
The leading and visionary platforms today.
Confidential11
Model Development Model Deployment
H2O MOJO
Model Object
Smartphone Watch
Factory
T-Shirt
Engine
Predictive Maintenance
Direct plugin to
Edge & IoT Production Cases
Learning Feedback Loop
From Model to Production Deployment on Edge
Load
Data
Run
AutoML
Winning Model
Generated
Confidential12
Driverless AI Solves Talent, Time,
Trust Challenges
Explainable AITop 10 Experts
Data science experts and
Kaggle Grandmasters built
the tips and techniques
within the platform.
Months to Hours
Driverless AI has the
technology that accelerates
the data science workflow.
Technology that provides
interpretability, reason codes,
visualization, and easy to
read documentation.
Confidential13
Goal:
Focus and Ensure Customer Success that results in overall
happiness leading to expansion of product usage.
• Resolution of technical errors via the Support Portal, e-mail, or phone
• Installation support
• Assignment of an H2O Program Manager
• Regular cadence with H2O Team
• Access to H2O Data Scientist and Engineers for guidance and support on model
implementation and production
Roles and Responsibilities
• Ensure
Success
• Monitor
Delivery
• Know the
Customer
• Manage
Documentation
• Engage
Stakeholders
• Secure
Resources
• Establish a
Cadence
Key Performance Indicators
• Models in Production or business outcomes affected
• Customer Success/Happiness Index (Net Promoter Score)
• Expansion of Product Value and Usage
• Referenceable Customer
• Visibility to the highest Ranking Executive Champion (Closest to CEO or
• CXO)
Where We Engage?
• On-Boarding • Touch Points • Support
Tickets
• Customer
Training &
Activities
• Expansion
and
Renewals
H2O.ai Customer Success Team
Confidential14
H2O.ai: AI and ML Platforms – Open Source
• 100% open source – Apache V2 Licensed
• Enterprise support subscriptions
• Interface using R, Python on H2O Flow
H2O Enterprise Support
delivers the training, support and optimization
services you need to go faster and deliver results
in enterprise production environments for H2O,
H2O Sparkling Water and H2O4GPU.
Enterprise Steam (available w/Enterprise Support)
Secure, Self-Service Artificial Intelligence
Environments with Comprehensive IT Control
In-memory, distributed
machine learning algorithms
with H2O Flow GUI
H2O AI open source engine
integration with Spark
H2O4GPU is an open
source, GPU-accelerated
machine learning package
with APIs in Python and R
that allows anyone to take
advantage of GPUs to build
advanced machine learning
models.
web-based interface of H2O
allowing users to explore all
available features and
algorithms within H2O 3
Confidential15
We
Partner
to Make Your
Company an
AI Company
We will guide you on
your AI journey
Your AI Journey
Access our expert data
scientist, software
developers and Kaggle
Grandmasters
Experts
We reference learnings
from our customers,
community and hundreds
of successful use cases
and lend our experience to
you
Empathy
We work with your domain
experts and data scientists
to become AI experts
We offer world class
technology and support
Teach
World Class Technology
We will work with you on
innovative AI and new business
models (JV, rev share)
Your Future
CONFIDENTIA
Thank you

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H2O.ai Empowers an AI Transformation with Industry 4.0 Applications

  • 1. H2O.ai Empowers an AI Transformation Presented by: eRic Choo, MBA Technical Business Development Manager
  • 2. Confidential2 H2O.ai is the open source leader in AI and Machine Learning Democratize AI for Everyone Make Your Company an AI Company 2 Confidentia l
  • 3. Confidential3 Confidential3 Industry 4.0 describes the trend where automation powered by data may be able to perform everyday tasks. It is blurring the lines between the physical, digital and biological worlds. It also refers to the blending of two or more technologies such as genetic engineering, materials science, Artificial Intelligence (AI), advanced manufacturing and the Internet of Things (IoT) to result in innovations and solutions. Industry 4.0 has ushered in the digital economy where technology is ubiquitous, driving transformative change in the way we live and radically disrupting every business sector. SGINNOVATE, (2020), “Industry 4.0: Singapore’s Strategy”, 20 February 2020, [online]. Available at https://www.sginnovate.com/blog/industry-40-singapore’s-strategy Industry 4.0: Singapore’s Strategy Spectral Engines Oy, (2018), “Industry 4.0 and how smart sensors make the difference”, 26 February 2018, [online]. Available at https://www.spectralengines.com/articles/industry-4-0-and-how-smart-sensors-make-the-difference
  • 4. Confidential4 Closer to i4.0: How is AI improving Manufacturing? • Machinery Maintenance and Quality are the leading AI transformation projects in manufacturing operations today. • Caterpillar's Marine Division is saving $400K per ship per year after machine learning analysed data on how often hulls should be cleaned for maximum efficiency. • The BMW Group uses AI to evaluate component images in ongoing production lines to spot deviations from the standard in real-time. • Improving demand forecast accuracy is showing solid results across multiple industries with Consumer-Packaged Goods manufacturers leading all others. – Danone Group Columbus, L., (2020), “10 Ways AI Is Improving Manufacturing In 2020”, 18 May 2020, [online]. Available at https://www.forbes.com/sites/louiscolumbus/2020/05/18/10-ways-ai-is-improving-manufacturing-in-2020/#66cc30891e85
  • 5. Confidential5 AI in Manufacturing: In a nutshell $ Introducing AI into different aspects of a manufacturing process can potentially reduce running cost in terms of maintaining asset machineries and material usual. AI on the other hand can maximise yield performance of a manufactured product in many ways.
  • 6. Confidential6 Data + AI + People Transformations
  • 7. Confidential7 CPO Refinery Process (producing better quality of CPO)Incomingandunloading 0.5% moisture oven weighing Unloading area Storage tank Transfertoprocess Refinery Process Filtration (5μm) Not more than 265℃ PLC with SCADA for monitoring RTD sensors to measure final temperature Passthroughdifferent filtrationprocess Furtherremove moisture Leaf Filter Process Dryer Tank Pressure Sensor (Outlet vs Inlet) Hourly Delta measurement CPO
  • 8. Confidential8 Biodiesel (FAME) and Glycerin Process (FAME process optimisation) Incoming Chemical Refining Trans-esterification Washing Drying Catalyst (fats & Methanol) Biodiesel (FAME) Glycerin (Detergent)
  • 9. Confidential9 Robotic Welding Arm Welding process Photodiode Camera / Image Processing Visible Light Emission Plume and Molten Pool Feature Keyhole Feature Time Domain Frequency Domain Feature Vector Machine Learning Algorithm Welding Status Prediction Training Yetkin, C., (2019), “Application of Machine Learning and AI in Industrial Welding”, 28 January 2019, [online]. Available at https://datapao.com/application-of-machine-learning-and-ai-in-industrial-welding/ Monitor & raise alarms -online- Compute model -offline- ABB Robotic, (2013), “ABB Robotics - Welding Scooter & Motorcycle Frames”, [youtube-online]. Available at https://www.youtube.com/watch?start=21&feature=oembed&v=tRuqb6wquig
  • 10. Confidential10 Our AI and ML Platforms. The leading and visionary platforms today.
  • 11. Confidential11 Model Development Model Deployment H2O MOJO Model Object Smartphone Watch Factory T-Shirt Engine Predictive Maintenance Direct plugin to Edge & IoT Production Cases Learning Feedback Loop From Model to Production Deployment on Edge Load Data Run AutoML Winning Model Generated
  • 12. Confidential12 Driverless AI Solves Talent, Time, Trust Challenges Explainable AITop 10 Experts Data science experts and Kaggle Grandmasters built the tips and techniques within the platform. Months to Hours Driverless AI has the technology that accelerates the data science workflow. Technology that provides interpretability, reason codes, visualization, and easy to read documentation.
  • 13. Confidential13 Goal: Focus and Ensure Customer Success that results in overall happiness leading to expansion of product usage. • Resolution of technical errors via the Support Portal, e-mail, or phone • Installation support • Assignment of an H2O Program Manager • Regular cadence with H2O Team • Access to H2O Data Scientist and Engineers for guidance and support on model implementation and production Roles and Responsibilities • Ensure Success • Monitor Delivery • Know the Customer • Manage Documentation • Engage Stakeholders • Secure Resources • Establish a Cadence Key Performance Indicators • Models in Production or business outcomes affected • Customer Success/Happiness Index (Net Promoter Score) • Expansion of Product Value and Usage • Referenceable Customer • Visibility to the highest Ranking Executive Champion (Closest to CEO or • CXO) Where We Engage? • On-Boarding • Touch Points • Support Tickets • Customer Training & Activities • Expansion and Renewals H2O.ai Customer Success Team
  • 14. Confidential14 H2O.ai: AI and ML Platforms – Open Source • 100% open source – Apache V2 Licensed • Enterprise support subscriptions • Interface using R, Python on H2O Flow H2O Enterprise Support delivers the training, support and optimization services you need to go faster and deliver results in enterprise production environments for H2O, H2O Sparkling Water and H2O4GPU. Enterprise Steam (available w/Enterprise Support) Secure, Self-Service Artificial Intelligence Environments with Comprehensive IT Control In-memory, distributed machine learning algorithms with H2O Flow GUI H2O AI open source engine integration with Spark H2O4GPU is an open source, GPU-accelerated machine learning package with APIs in Python and R that allows anyone to take advantage of GPUs to build advanced machine learning models. web-based interface of H2O allowing users to explore all available features and algorithms within H2O 3
  • 15. Confidential15 We Partner to Make Your Company an AI Company We will guide you on your AI journey Your AI Journey Access our expert data scientist, software developers and Kaggle Grandmasters Experts We reference learnings from our customers, community and hundreds of successful use cases and lend our experience to you Empathy We work with your domain experts and data scientists to become AI experts We offer world class technology and support Teach World Class Technology We will work with you on innovative AI and new business models (JV, rev share) Your Future