implantando modelos de deep learning em azure container instance · 2019-05-16 · workspace –top...
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Implantando modelos de Deep Learning em Azure Container Instance
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©2018 Avanade Inc. All Rights Reserved.
Thaissa Bueno Sanches - Consultant at Avanade
Implantando modelos de Deep Learning em Azure Container Instance
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
![Page 4: Implantando modelos de Deep Learning em Azure Container Instance · 2019-05-16 · Workspace –Top level container for model management and experimentation. Also, creates and manages](https://reader035.vdocuments.us/reader035/viewer/2022070719/5edeab28ad6a402d666a003b/html5/thumbnails/4.jpg)
©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
WHAT IS AZURE MACHINE LEARNING SERVICE?
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Workspace – Top level container for model management and
experimentation. Also, creates and manages storage, container
registry, key vault and app insights
Experiments – Grouping of training runs for a given script
Pipelines – Stitch together multiple stages to create machine
learning workflows
Compute – Compute resources for training or image
deployment
Models – Encapsulation of trained models
Images – Docker images containing trained models to be
deployed to a compute target
Deployments – Deployment of an image to web services, IoT
Edge and FPGAs
Data Stores – Abstraction layer over Azure storage
Azure Machine Learning service feature
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
7
Custom AI
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Azure ML Concept – Model Management
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Azure ML Concept – Computer Target
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Azure ML Concept – Image Registry
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Azure ML Concept – Deployment
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Azure ML service Lets you easily implement this AI/ML Lifecycle
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Azure ML: How to deploy models at scale
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Productive Services
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©2018 Avanade Inc. All Rights Reserved. <Highly Confidential> See Avanade’s Data Management Policy
Productive Services
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CPU or GPU
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CPU VS GPU
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Deployment in Azure Container Instance
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ACI Deployment
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Demo
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©2018 Avanade Inc. All Rights Reserved.
Participe de um treinamento
GRATUITO de Azure Machine
Learning Service
bit.ly/azuremltdc
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Contatos
Site/Blog/Email:http://www.thaissasanches.com.brhttp://meetup.com/pt-BR/DevelopersBR/https://meetup.com/pt-BR/ai-brasil/
Redes Sociais:Linkedin: /in/thaissa-bueno-sanchesGithub: thayssa1186Twitter: thayssa1186
Vagas Avanade:https://careers.avanade.com/jobsenusurl/SearchJobs/?3_56_3=19753
©2018 Avanade Inc. All Rights Reserved.
![Page 22: Implantando modelos de Deep Learning em Azure Container Instance · 2019-05-16 · Workspace –Top level container for model management and experimentation. Also, creates and manages](https://reader035.vdocuments.us/reader035/viewer/2022070719/5edeab28ad6a402d666a003b/html5/thumbnails/22.jpg)
• Formada em tecnologia em rede de computadores pela UNIVEM/Marilia.
• Especialista em desenvolvimento .NET e Java.Pós Graduanda Machine Learning e Deep Learning na IGTI.
• Consultora de TI e Arquiteta
• Faço parte da coordenação do evento TDC – Trilha de IA
• Organizadora do AIFest 2018
• Uma das coordenadoras do Developers BR e IA Brasil além de varias comunidades de tecnologia que participo.
Quem sou eu?
©2018 Avanade Inc. All Rights Reserved.
![Page 23: Implantando modelos de Deep Learning em Azure Container Instance · 2019-05-16 · Workspace –Top level container for model management and experimentation. Also, creates and manages](https://reader035.vdocuments.us/reader035/viewer/2022070719/5edeab28ad6a402d666a003b/html5/thumbnails/23.jpg)
Thaissa Bueno Sanches
Consultant at Avanade
Obrigada