SlideShare a Scribd company logo

How to build a serverless helmet detection system using Azure Serverless entities

This session will talk about how we can create a serverless helmet detection app using Custom Vision (Azure Cognitive Service), Event Grid, Azure Functions, and Logic Apps. It will briefly touch upon how we can use the Event Grid to create reactive workflows and functions which cater to different aspects of the Helmet Detection system.

1 of 18
Download to read offline
How to build a serverless helmet detection system using Azure Serverless entities
Who Am I?
• Integration Developer and
Administrator
• Integration and AI enthusiast
• TechNet Wiki Ninja and Author
• Reviewer For Packt Video Courses
• Die Hard Metallica, Dragon Ball and
GOT fan
https://www.linkedin.com/in/mandar-dharmadhikari/
@mandark003
https://theabodeofcode.com/
mandardhikari@gmail.com
Mandar Dharmadhikari
https://github.com/mandardhikari
Takeaways from the Session
• Azure Custom Vision Service
• Azure Computer Vision Service
• Logic Apps
• Azure Functions
• Event Grids
• System Architecture
• Code Peek and Demo
• Using Application Insights to Monitor the System
• Some Best Practices
• Further Reading
Azure Custom Vision Service
• Build, Deploy and Improve Custom Image Classifier
• Custom Vision allows us to apply Labels to the images according to our requirements
• Supports Object Detection and Classification
• Several Out of the Box Algorithms for Different scenarios
• Supports in portal and SDK based development
• Export the Model and run on the Device or as Containerized App
Tag ImagesUpload Images Train the Model Test
Characteristics
Development Cycle
Azure Computer Vision Service
Analyse Image
Using Pre
Existing
Algorithm
Extract Text
From Images –
OCR and
Handwritten
Recognize
Famous
Personalities
Generate
Thumbnails
• Supports ASP.NET, Python SDK and REST based consumption
• Apps can be deployed to Azure or Can be run as Containerized apps closer to data
What Are Logic Apps
Integration Platform as a
Service
Serverless
• Designer First
Approach
• Out of the Box
Connectors for light
weight Integrations
• Data
• Enterprise
• B2B
• Application
Integrations

Recommended

Optimise Business Activity Tracking – Insights from Smurfit Kappa
Optimise Business Activity Tracking – Insights from Smurfit KappaOptimise Business Activity Tracking – Insights from Smurfit Kappa
Optimise Business Activity Tracking – Insights from Smurfit KappaBizTalk360
 
Optimise Business Activity Tracking – Insights from Smurfit Kappa
Optimise Business Activity Tracking – Insights from Smurfit KappaOptimise Business Activity Tracking – Insights from Smurfit Kappa
Optimise Business Activity Tracking – Insights from Smurfit KappaBizTalk360
 
What's inside "migrating to biz talk server 2020" Book (BizTalk360 Webinar)
What's inside "migrating to biz talk server 2020" Book (BizTalk360 Webinar)What's inside "migrating to biz talk server 2020" Book (BizTalk360 Webinar)
What's inside "migrating to biz talk server 2020" Book (BizTalk360 Webinar)BizTalk360
 
Integration Monday - Logic Apps: Development Experiences
Integration Monday - Logic Apps: Development ExperiencesIntegration Monday - Logic Apps: Development Experiences
Integration Monday - Logic Apps: Development ExperiencesBizTalk360
 
Integration Monday - BizTalk Migrator Deep Dive
Integration Monday - BizTalk Migrator Deep DiveIntegration Monday - BizTalk Migrator Deep Dive
Integration Monday - BizTalk Migrator Deep DiveBizTalk360
 
Testing for Logic App Solutions | Integration Monday
Testing for Logic App Solutions | Integration MondayTesting for Logic App Solutions | Integration Monday
Testing for Logic App Solutions | Integration MondayBizTalk360
 
System Integration using Reactive Programming | Integration Monday
System Integration using Reactive Programming | Integration MondaySystem Integration using Reactive Programming | Integration Monday
System Integration using Reactive Programming | Integration MondayBizTalk360
 

More Related Content

More from BizTalk360

Building workflow solution with Microsoft Azure and Cloud | Integration Monday
Building workflow solution with Microsoft Azure and Cloud | Integration MondayBuilding workflow solution with Microsoft Azure and Cloud | Integration Monday
Building workflow solution with Microsoft Azure and Cloud | Integration MondayBizTalk360
 
Serverless Minimalism: How to architect your apps to save 98% on your Azure b...
Serverless Minimalism: How to architect your apps to save 98% on your Azure b...Serverless Minimalism: How to architect your apps to save 98% on your Azure b...
Serverless Minimalism: How to architect your apps to save 98% on your Azure b...BizTalk360
 
Migrating BizTalk Solutions to Azure: Mapping Messages | Integration Monday
Migrating BizTalk Solutions to Azure: Mapping Messages | Integration MondayMigrating BizTalk Solutions to Azure: Mapping Messages | Integration Monday
Migrating BizTalk Solutions to Azure: Mapping Messages | Integration MondayBizTalk360
 
Integration-Monday-Infrastructure-As-Code-With-Terraform
Integration-Monday-Infrastructure-As-Code-With-TerraformIntegration-Monday-Infrastructure-As-Code-With-Terraform
Integration-Monday-Infrastructure-As-Code-With-TerraformBizTalk360
 
Integration-Monday-Stateful-Programming-Models-Serverless-Functions
Integration-Monday-Stateful-Programming-Models-Serverless-FunctionsIntegration-Monday-Stateful-Programming-Models-Serverless-Functions
Integration-Monday-Stateful-Programming-Models-Serverless-FunctionsBizTalk360
 
Integration-Monday-Serverless-Slackbots-with-Azure-Durable-Functions
Integration-Monday-Serverless-Slackbots-with-Azure-Durable-FunctionsIntegration-Monday-Serverless-Slackbots-with-Azure-Durable-Functions
Integration-Monday-Serverless-Slackbots-with-Azure-Durable-FunctionsBizTalk360
 
Integration-Monday-Building-Stateful-Workloads-Kubernetes
Integration-Monday-Building-Stateful-Workloads-KubernetesIntegration-Monday-Building-Stateful-Workloads-Kubernetes
Integration-Monday-Building-Stateful-Workloads-KubernetesBizTalk360
 
Integration-Monday-Logic-Apps-Tips-Tricks
Integration-Monday-Logic-Apps-Tips-TricksIntegration-Monday-Logic-Apps-Tips-Tricks
Integration-Monday-Logic-Apps-Tips-TricksBizTalk360
 
Integration-Monday-Terraform-Serverless
Integration-Monday-Terraform-ServerlessIntegration-Monday-Terraform-Serverless
Integration-Monday-Terraform-ServerlessBizTalk360
 
Integration-Monday-Microsoft-Power-Platform
Integration-Monday-Microsoft-Power-PlatformIntegration-Monday-Microsoft-Power-Platform
Integration-Monday-Microsoft-Power-PlatformBizTalk360
 
One name unify them all
One name unify them allOne name unify them all
One name unify them allBizTalk360
 
Securely Publishing Azure Services
Securely Publishing Azure ServicesSecurely Publishing Azure Services
Securely Publishing Azure ServicesBizTalk360
 
Integration-Monday-BizTalk-Server-2020
Integration-Monday-BizTalk-Server-2020Integration-Monday-BizTalk-Server-2020
Integration-Monday-BizTalk-Server-2020BizTalk360
 
One repo for all with Azure DevOps
One repo for all with Azure DevOpsOne repo for all with Azure DevOps
One repo for all with Azure DevOpsBizTalk360
 
Get visibility into your Containers/Kubernetes using Azure Monitor
Get visibility into your Containers/Kubernetes using Azure MonitorGet visibility into your Containers/Kubernetes using Azure Monitor
Get visibility into your Containers/Kubernetes using Azure MonitorBizTalk360
 
Migrating biz talk solutions to azure
Migrating biz talk solutions to azureMigrating biz talk solutions to azure
Migrating biz talk solutions to azureBizTalk360
 
End to end tracking of B2B flows in Logic Apps using Atomic Scope
End to end tracking of B2B flows in Logic Apps using Atomic ScopeEnd to end tracking of B2B flows in Logic Apps using Atomic Scope
End to end tracking of B2B flows in Logic Apps using Atomic ScopeBizTalk360
 
Adminstering biztalkusingchatbot
Adminstering biztalkusingchatbotAdminstering biztalkusingchatbot
Adminstering biztalkusingchatbotBizTalk360
 
Azure Cosmos DB - The Swiss Army NoSQL Cloud Database
Azure Cosmos DB - The Swiss Army NoSQL Cloud DatabaseAzure Cosmos DB - The Swiss Army NoSQL Cloud Database
Azure Cosmos DB - The Swiss Army NoSQL Cloud DatabaseBizTalk360
 

More from BizTalk360 (20)

Building workflow solution with Microsoft Azure and Cloud | Integration Monday
Building workflow solution with Microsoft Azure and Cloud | Integration MondayBuilding workflow solution with Microsoft Azure and Cloud | Integration Monday
Building workflow solution with Microsoft Azure and Cloud | Integration Monday
 
Serverless Minimalism: How to architect your apps to save 98% on your Azure b...
Serverless Minimalism: How to architect your apps to save 98% on your Azure b...Serverless Minimalism: How to architect your apps to save 98% on your Azure b...
Serverless Minimalism: How to architect your apps to save 98% on your Azure b...
 
Migrating BizTalk Solutions to Azure: Mapping Messages | Integration Monday
Migrating BizTalk Solutions to Azure: Mapping Messages | Integration MondayMigrating BizTalk Solutions to Azure: Mapping Messages | Integration Monday
Migrating BizTalk Solutions to Azure: Mapping Messages | Integration Monday
 
Integration-Monday-Infrastructure-As-Code-With-Terraform
Integration-Monday-Infrastructure-As-Code-With-TerraformIntegration-Monday-Infrastructure-As-Code-With-Terraform
Integration-Monday-Infrastructure-As-Code-With-Terraform
 
Integration-Monday-Stateful-Programming-Models-Serverless-Functions
Integration-Monday-Stateful-Programming-Models-Serverless-FunctionsIntegration-Monday-Stateful-Programming-Models-Serverless-Functions
Integration-Monday-Stateful-Programming-Models-Serverless-Functions
 
Integration-Monday-Serverless-Slackbots-with-Azure-Durable-Functions
Integration-Monday-Serverless-Slackbots-with-Azure-Durable-FunctionsIntegration-Monday-Serverless-Slackbots-with-Azure-Durable-Functions
Integration-Monday-Serverless-Slackbots-with-Azure-Durable-Functions
 
Integration-Monday-Building-Stateful-Workloads-Kubernetes
Integration-Monday-Building-Stateful-Workloads-KubernetesIntegration-Monday-Building-Stateful-Workloads-Kubernetes
Integration-Monday-Building-Stateful-Workloads-Kubernetes
 
Integration-Monday-Logic-Apps-Tips-Tricks
Integration-Monday-Logic-Apps-Tips-TricksIntegration-Monday-Logic-Apps-Tips-Tricks
Integration-Monday-Logic-Apps-Tips-Tricks
 
Integration-Monday-Terraform-Serverless
Integration-Monday-Terraform-ServerlessIntegration-Monday-Terraform-Serverless
Integration-Monday-Terraform-Serverless
 
Integration-Monday-Microsoft-Power-Platform
Integration-Monday-Microsoft-Power-PlatformIntegration-Monday-Microsoft-Power-Platform
Integration-Monday-Microsoft-Power-Platform
 
One name unify them all
One name unify them allOne name unify them all
One name unify them all
 
Securely Publishing Azure Services
Securely Publishing Azure ServicesSecurely Publishing Azure Services
Securely Publishing Azure Services
 
Integration-Monday-BizTalk-Server-2020
Integration-Monday-BizTalk-Server-2020Integration-Monday-BizTalk-Server-2020
Integration-Monday-BizTalk-Server-2020
 
One repo for all with Azure DevOps
One repo for all with Azure DevOpsOne repo for all with Azure DevOps
One repo for all with Azure DevOps
 
No-Slide
No-SlideNo-Slide
No-Slide
 
Get visibility into your Containers/Kubernetes using Azure Monitor
Get visibility into your Containers/Kubernetes using Azure MonitorGet visibility into your Containers/Kubernetes using Azure Monitor
Get visibility into your Containers/Kubernetes using Azure Monitor
 
Migrating biz talk solutions to azure
Migrating biz talk solutions to azureMigrating biz talk solutions to azure
Migrating biz talk solutions to azure
 
End to end tracking of B2B flows in Logic Apps using Atomic Scope
End to end tracking of B2B flows in Logic Apps using Atomic ScopeEnd to end tracking of B2B flows in Logic Apps using Atomic Scope
End to end tracking of B2B flows in Logic Apps using Atomic Scope
 
Adminstering biztalkusingchatbot
Adminstering biztalkusingchatbotAdminstering biztalkusingchatbot
Adminstering biztalkusingchatbot
 
Azure Cosmos DB - The Swiss Army NoSQL Cloud Database
Azure Cosmos DB - The Swiss Army NoSQL Cloud DatabaseAzure Cosmos DB - The Swiss Army NoSQL Cloud Database
Azure Cosmos DB - The Swiss Army NoSQL Cloud Database
 

Recently uploaded

AI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficientAI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficientKari Kakkonen
 
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...ShapeBlue
 
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)Jay Zhao
 
software-quality-assurance question paper 2023
software-quality-assurance question paper 2023software-quality-assurance question paper 2023
software-quality-assurance question paper 2023RohanMistry15
 
Enterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewEnterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewAshraf Fouad
 
Centralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-ManagerCentralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-ManagerSaiLinnThu2
 
GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...
GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...
GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...James Anderson
 
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlueVM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlueShapeBlue
 
Improving IT Investment Decisions and Business Outcomes with Integrated Enter...
Improving IT Investment Decisions and Business Outcomes with Integrated Enter...Improving IT Investment Decisions and Business Outcomes with Integrated Enter...
Improving IT Investment Decisions and Business Outcomes with Integrated Enter...Cprime
 
KUBRICK Graphs: A journey from in vogue to success-ion
KUBRICK Graphs: A journey from in vogue to success-ionKUBRICK Graphs: A journey from in vogue to success-ion
KUBRICK Graphs: A journey from in vogue to success-ionNeo4j
 
Artificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human JusticeArtificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human JusticeJosh Gellers
 
Transcript: Trending now: Book subjects on the move in the Canadian market - ...
Transcript: Trending now: Book subjects on the move in the Canadian market - ...Transcript: Trending now: Book subjects on the move in the Canadian market - ...
Transcript: Trending now: Book subjects on the move in the Canadian market - ...BookNet Canada
 
Building Bridges: Merging RPA Processes, UiPath Apps, and Data Service to bu...
Building Bridges:  Merging RPA Processes, UiPath Apps, and Data Service to bu...Building Bridges:  Merging RPA Processes, UiPath Apps, and Data Service to bu...
Building Bridges: Merging RPA Processes, UiPath Apps, and Data Service to bu...DianaGray10
 
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31shyamraj55
 
Achieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdfAchieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdfIES VE
 
National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...MichaelBenis1
 
Roundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfRoundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfMostafa Higazy
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...ShapeBlue
 
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...2toLead Limited
 

Recently uploaded (20)

AI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficientAI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficient
 
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
 
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
 
software-quality-assurance question paper 2023
software-quality-assurance question paper 2023software-quality-assurance question paper 2023
software-quality-assurance question paper 2023
 
Enterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewEnterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book Review
 
Centralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-ManagerCentralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-Manager
 
GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...
GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...
GDG Cloud Southlake 30 Brian Demers Breeding 10x Developers with Developer Pr...
 
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlueVM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
 
Improving IT Investment Decisions and Business Outcomes with Integrated Enter...
Improving IT Investment Decisions and Business Outcomes with Integrated Enter...Improving IT Investment Decisions and Business Outcomes with Integrated Enter...
Improving IT Investment Decisions and Business Outcomes with Integrated Enter...
 
KUBRICK Graphs: A journey from in vogue to success-ion
KUBRICK Graphs: A journey from in vogue to success-ionKUBRICK Graphs: A journey from in vogue to success-ion
KUBRICK Graphs: A journey from in vogue to success-ion
 
Artificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human JusticeArtificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human Justice
 
Transcript: Trending now: Book subjects on the move in the Canadian market - ...
Transcript: Trending now: Book subjects on the move in the Canadian market - ...Transcript: Trending now: Book subjects on the move in the Canadian market - ...
Transcript: Trending now: Book subjects on the move in the Canadian market - ...
 
Building Bridges: Merging RPA Processes, UiPath Apps, and Data Service to bu...
Building Bridges:  Merging RPA Processes, UiPath Apps, and Data Service to bu...Building Bridges:  Merging RPA Processes, UiPath Apps, and Data Service to bu...
Building Bridges: Merging RPA Processes, UiPath Apps, and Data Service to bu...
 
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
 
Achieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdfAchieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdf
 
In sharing we trust. Taking advantage of a diverse consortium to build a tran...
In sharing we trust. Taking advantage of a diverse consortium to build a tran...In sharing we trust. Taking advantage of a diverse consortium to build a tran...
In sharing we trust. Taking advantage of a diverse consortium to build a tran...
 
National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...
 
Roundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfRoundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdf
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
 
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
 

How to build a serverless helmet detection system using Azure Serverless entities

  • 2. Who Am I? • Integration Developer and Administrator • Integration and AI enthusiast • TechNet Wiki Ninja and Author • Reviewer For Packt Video Courses • Die Hard Metallica, Dragon Ball and GOT fan https://www.linkedin.com/in/mandar-dharmadhikari/ @mandark003 https://theabodeofcode.com/ mandardhikari@gmail.com Mandar Dharmadhikari https://github.com/mandardhikari
  • 3. Takeaways from the Session • Azure Custom Vision Service • Azure Computer Vision Service • Logic Apps • Azure Functions • Event Grids • System Architecture • Code Peek and Demo • Using Application Insights to Monitor the System • Some Best Practices • Further Reading
  • 4. Azure Custom Vision Service • Build, Deploy and Improve Custom Image Classifier • Custom Vision allows us to apply Labels to the images according to our requirements • Supports Object Detection and Classification • Several Out of the Box Algorithms for Different scenarios • Supports in portal and SDK based development • Export the Model and run on the Device or as Containerized App Tag ImagesUpload Images Train the Model Test Characteristics Development Cycle
  • 5. Azure Computer Vision Service Analyse Image Using Pre Existing Algorithm Extract Text From Images – OCR and Handwritten Recognize Famous Personalities Generate Thumbnails • Supports ASP.NET, Python SDK and REST based consumption • Apps can be deployed to Azure or Can be run as Containerized apps closer to data
  • 6. What Are Logic Apps Integration Platform as a Service Serverless • Designer First Approach • Out of the Box Connectors for light weight Integrations • Data • Enterprise • B2B • Application Integrations
  • 7. Why Use Logic Apps • Serverless integration • Connect Legacy System to new Cutting edge systems • Reduced time to release • iPaas : Reduced Operational cost • Pay for what you use • Easy to design using portal and Visual Studio • Easy deployment with ARM templates • Ability to set up CI and CD • Around300 Out of Box Connectors for API consumption • Ability to create Custom connectors
  • 8. What Are Azure Functions? Serverless Compute Service Plethora of Triggers and Bindings Can be Run As Containerized App Developer Oriented Supports Local Development and Debugging Multi Lingual
  • 9. Azure Functions Now Supports .Net Core based Dependency Injection No More Static Functions
  • 10. Azure Event Grid • Fully Managed Event Routing Service • Helps build event driven solutions using Pub-Sub Model • Promotes Loosely Coupled Architecture style • Supports Built In as Well as Custom Events • Has a very High Throughput • Pay Per Event Billing Model • Fairly cheap
  • 13. Why Use Application Insights? • Important Metrics related to the application • Visualize Disparate systems calls using Application Map • Real Time Telemetry • Query the Log Events using the Query Language Kusto
  • 14. Some Best Practices And Lessons Learnt • Add at least 50 images per tag to better train the objection detection model in Custom Vision Service • Use a Static HTTP Client with Azure Functions • Use Singleton instances for API calls e.g Custom Vision, Computer Vision clients • Add Structured and Correlated Logging in Azure Function