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Deployment of AI solutions in the cloud
I AM…
AI IN PRACTICEBuilding blocks
Ready to use APIs offering AI-powered services. Examples include: Speech-To-Text, Object detection, sentiment analysis, etc.
Pre-trained AI models made available through open-source licenses. AI models have both generic and specialized functions.
Frameworks are the base layer on which AI-applications are built.Examples include: Tensorflow, Scikit-Learn, PyTorch, etc.
AI
Services
AI Models
AI Frameworks
AI Services
01
ML SYSTEMS01
Configuration
Feature Extraction
Data Collection Data Verification
Process
Management Tools
Machine
Resource
Management
Analysis Tools
Serving
Infrastructure
Monitoring
ML
Code
The Cloud
02
CLOUD SERVICE PROVIDERS02
AzureML Service
AmazonSageMaker
GoogleAI Platform
AMAZON SAGEMAKER
Prepare machines and
data
Build modeland image
Train andtest model
Manage and register model
Build image and build endpoint configuration
Deploy endpointconfiguration
Prepare Experiment
Deploy
02
AZURE ML SERVICE
Build modelTrain and
test modelManage and register
modelBuild image Deploy image
Prepare Experiment
Deploy
Prepare machines and
data
02
COMPARISON
SageMaker ML Service
Data YES, S3 bucket YES, Storage account
Model trainingCustomized Docker YES NO
Training Jobs YES YES
Model deployment
Vendor lock-in Slight NO
Autoscaling YES YES, Kubernetes
Customized Docker YES EXTRA LAYERS
02
COMPARISONSpeed
Custom DockerfileLayer caching
Premade DockerfileKubernetes
25’ 70’
02
GOOGLE AI PLATFORM
Prepare dataBuild model as package
Train &test model
Manage and register model
Deploy andmonitor model
Prepare Experiment
Deploy
02
Advice
03
CONCLUSION03
Azure Machine Learning ServiceGoogle AI Platform
CONCLUSION
Amazon SageMaker
Amazon Web Services Microsoft AzureGoogle Cloud Platform
03
CONCLUSION
Amazon Web Services
Amazon SageMaker
Google Cloud Platform
Google AI Platform
Microsoft Azure
Azure Machine Learning Service
USER FRIENDLY
FAST / OPTIMIZED
FINISHED
LIGHT VENDOR LOCK-IN
03
CONCLUSION
Google Cloud Platform
Google AI Platform
Microsoft Azure
Azure Machine Learning Service
Amazon Web Services
Amazon SageMaker
LESS USER FRIENDLY
FAST
IN ACTIVE DEVELOPMENT
DIFFERENT FROM THE REST
03
Google Cloud Platform
Google AI Platform
CONCLUSION
Microsoft Azure
Azure Machine Learning Service
Amazon Web Services
Amazon SageMaker
LESS USER FRIENDLY
SLOW / UNOPTIMIZED
IN ACTIVE DEVELOPMENT
NO VENDOR LOCK-IN
03
CONCLUSION
Amazon Web Services
Amazon SageMaker
03
SIZING SERVERS LAB
MACHINE LEARNING &
ARTIFICIAL
INTELLIGENCE
01 DATA ARCHITECTURE02 STRESSTESTING03 PROJECTS04
Make use of Cloud Service Providers
Azure | AWS | GCP
Increase AI implementation speed
and accuracy
Optimize the data architecture
tailored to each project
Stress testing and benchmarking of Big
Data and AI pipelines.
12 years
80+ companies
16 projects
IoT Infrastructure EngineerAI Engineer
Web App Developer Smart tech & AI Creator
MCT
Deployment of AI solutions in the cloud
In close collaboration with researches, students, and software
developers, DAE Studios aims to create solutions for your company’s
challenges using the many opportunities game technology offers
D A E E C O S Y S T E M
Opportunity: Expertise Digital Arts & Entertainment
>1200 students
Best game dev school worldwide (2017+2018)
Majority of Flemish studios are either started or staffed by DAE alumni
DAE-Research & XR Lab: innovation through game tech
Opportunity: Flanders Game Valley
Hangar K co-creation hub (Barco, Unilin, Howest, KUL, KBC + 30 start ups)
Multidisciplinary collaborations (Industrial product design, Media & communication tech, DAE,..)
Unesco Creative City, Kortrijk Design Regio
Industry 4.0 – Flanders Make
Opportunity: Game technology
Proven potential of extended reality (Virtual, Mixed & Augmented Reality) within most professional domains
Streamlined pipelines and integrations (CAD, BIM, Scan,.. to game engines)
Massive investments by several industries
GAME TECHNOLOGY ACCELERATOR PROGRAM helping start up
companies
GAME TECHNOLOGY TRY OUT PARTNER interactive solutions for your company
GAME TECHNOLOGY INNOVATION AGENT network of fulfilment partners
HOWEST DAE
Internship student X
Intern
ship
me
nto
r
DAE STUDIOS NV
Project manager
Lead developer
CLIENT
Innovation manager
Innovation teamInternship student Y
Internship student Z
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Case Dewulf
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
How can we give potential customers an impression
of our farming machinery without physically having to
operate them?
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Case Dewulf
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Can we offer our customers an innovative, intuitive &
interactive web-based game that works on our
databases?
Case Nationale Loterij
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Typical pitch of a concept Co creation session Pitch board of directors Representation lotery fair
February March April May June
Week 1 Week 2 Week 3 Week 4 Week 5 Week 6 Week 7 Week 8 Week 9 Week 10 Week 11 Week 12 Week 13 Week 14 Week 15 Week 16 Week 17 Week 18
ExplorationBRAINSTORM
PrototypingCONCEPT 1 CONCEPT 2 CONCEPT 3 CONCEPT 4
CONCEPT ITERATION
CONCEPT PITCH
Main Concept IterationITERATION SPRINT
ITERATION SPRINT 2 + PITCH
ProductionPRODUCTION SPRINT PRODUCTION SPRINT 2 PRODUCTION POLISH
DELIVERY + PRESENTATION
Case Nationale Loterij
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Case Nationale Loterij
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
How can we teach our (new) personnel about the
impact and purpose of the many light parameters
used in our spatial planning software?
Case Fluvius
Single point of contact for questions regarding the implementation of game technology
Mapping the concise case and check its technical feasibility
Scouting for subsidy calls and other opportunities
Network of fulfilment partners (start ups or priviliged partners)
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
INSPIRATION
•Game projects
•Group projects
•Graduation work
•Research project
•..
REALISATION
Demonstrator
development
VALORIZATION
Start up company
or
Priviliged partners
HOWEST DAE DAE STUDIOS NV FULFILMENT PARTNER
accelerator
a venture program that
promotes and aids the
growth of selected
new businesses
DAE Studios Partner programsi.e. Start it @ KBC – imec i.start
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Start up: Rhinox Training
vr training for industry 4.0
GAME TECH TRY OUT PARTNER INNOVATION AGENT ACCELERATOR PROGRAM
Start up: Play it Safe
game based learning platform for safety and prevention
Get in Touch
www.daestudios.be
Are you triggered by the possibilities of game technology?
Do you lack the expertise for developing these solutions in house?
Are you interested in a prototype/vertical slice/demonstrator for your case?