SlideShare a Scribd company logo
Machine Learning and
Artificial Intelligence on Azure
Sabrina Smai
@Sabrina_smai
Anthony Bulk
@JAnthonyBulk
“Goal of ML is to build computer
systems that can adapt and learn
from experiences” –Tom Dietterich
Why is AI & ML important?
The technology exists today.
Organizations that leverage these technologies
will be able to obtain or sustain a competitive
advantage.
Those that don't will be left behind.
Types of Machine Learning Algorithms
Algorithms
Supervised
Labeled Data
Classification
Categorical
Binary
2 categories
Multi-class
>2 categories
Regression
Numerical
Unsupervised
Unlabeled data
Clustering
Grouping
Supervised Learning
• Using AI to determine an A -> B (input to response) mapping
• Have a machine “learn” these mappings
A B
Email Spam?
Image Object
Audio Text
Housing data Price
Ads, users Click?
Binary classification
Multiclass Classification
Multiclass classification
Regression
Binary classification
What is Deep Learning?
Input Layer
Hidden Layers
Output Layer
Data propagation direction
Error propagation direction
Types of deep learning architectures
• Recurrent Neural Network
• Long Short-Term Memory network
• Convolutional Neural Networks
• Recursive Neural Networks
• Deep Belief Networks
• Generative Adversarial Networks
When to use what?
Build your own or consume
pre-trained models?
Which Experience do you
want?
Deployment target
What engine(s) do you want
to use?
Microsoft ML & AI
products
Build your own Consume
Azure Machine Learning Cognitive services, bots
Code first Visual tooling
On-premise
ML Server
Cloud
AML Services (Preview)
Cloud
AML Studio
On-premise
Hadoop
SQL
Server
SQL
Server
Spark Hadoop Azure Batch DSVM Azure Container
Service
Workshop Build a Machine Learning Workflow and
deploy web service on AML Studio
Workshop
Build a Machine Learning Workflow and
deploy web service on AML WorkBench
Microsoft AI Infrastructure & Services
Best of Microsoft research
and open source
Comprehensive
ML and AI capabilities for
Data Scientists
Easy to consume
AI for developers
Hyperscale hardware innovation (scale, GPU, FPGA) – Azure Compute
Leading hardware, at scale,
on demand
Questions?

More Related Content

Similar to Global Azure BootCamp: Artificial Intelligence & Machine Learning on Azure

AI Cybersecurity: Pros & Cons. AI is reshaping cybersecurity
AI Cybersecurity: Pros & Cons. AI is reshaping cybersecurityAI Cybersecurity: Pros & Cons. AI is reshaping cybersecurity
AI Cybersecurity: Pros & Cons. AI is reshaping cybersecurity
Tasnim Alasali
 
Engineering Intelligent Systems using Machine Learning
Engineering Intelligent Systems using Machine Learning Engineering Intelligent Systems using Machine Learning
Engineering Intelligent Systems using Machine Learning
Saurabh Kaushik
 
لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...
لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...
لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...
Egyptian Engineers Association
 
[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business
[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business
[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business
Srijan Technologies
 
The implementation of Big Data and AI on Digital Marketing
The implementation of Big Data and AI on Digital MarketingThe implementation of Big Data and AI on Digital Marketing
The implementation of Big Data and AI on Digital Marketing
Mohamed Hanafy
 
Machine learning by prity mahato
Machine learning by prity mahatoMachine learning by prity mahato
Machine learning by prity mahato
Prity Mahato
 
Deep learning vs ML vs AI vs DS .pdf
Deep learning vs ML vs AI vs DS .pdfDeep learning vs ML vs AI vs DS .pdf
Deep learning vs ML vs AI vs DS .pdf
SudhanshiBakre1
 
Artificial intelligence ( AI ) | Guide
Artificial intelligence ( AI )  |  GuideArtificial intelligence ( AI )  |  Guide
Artificial intelligence ( AI ) | Guide
To Sum It Up
 
High time to add machine learning to your information security stack
High time to add machine learning to your information security stackHigh time to add machine learning to your information security stack
High time to add machine learning to your information security stack
Minhaz A V
 
التقنيات المستخدمة لتطوير المكتبات
التقنيات المستخدمة لتطوير المكتباتالتقنيات المستخدمة لتطوير المكتبات
التقنيات المستخدمة لتطوير المكتبات
Mohammed El Rafie Tarabay
 
Security in the age of Artificial Intelligence
Security in the age of Artificial IntelligenceSecurity in the age of Artificial Intelligence
Security in the age of Artificial Intelligence
Faction XYZ
 
Azure Machine Learning 101
Azure Machine Learning 101Azure Machine Learning 101
Azure Machine Learning 101
Renato Jovic
 
Machine learning
Machine learningMachine learning
Machine learning
ADARSHMISHRA126
 
AI for Everyone: Master the Basics
AI for Everyone: Master the BasicsAI for Everyone: Master the Basics
AI for Everyone: Master the Basics
Stutty Srivastava
 
Machine learning and ai in a brave new cloud world
Machine learning and ai in a brave new cloud worldMachine learning and ai in a brave new cloud world
Machine learning and ai in a brave new cloud world
Ulf Mattsson
 
Artificial Intelligence and Cybersecurity
Artificial Intelligence and CybersecurityArtificial Intelligence and Cybersecurity
Artificial Intelligence and Cybersecurity
Olivier Busolini
 
Introduction to machine learning using Elastic
Introduction to machine learning using ElasticIntroduction to machine learning using Elastic
Introduction to machine learning using Elastic
FaithWestdorp
 
ML basics.pptx
ML basics.pptxML basics.pptx
ML basics.pptx
PriyadharshiniG41
 
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
Dozie Agbo
 

Similar to Global Azure BootCamp: Artificial Intelligence & Machine Learning on Azure (20)

AI Cybersecurity: Pros & Cons. AI is reshaping cybersecurity
AI Cybersecurity: Pros & Cons. AI is reshaping cybersecurityAI Cybersecurity: Pros & Cons. AI is reshaping cybersecurity
AI Cybersecurity: Pros & Cons. AI is reshaping cybersecurity
 
Engineering Intelligent Systems using Machine Learning
Engineering Intelligent Systems using Machine Learning Engineering Intelligent Systems using Machine Learning
Engineering Intelligent Systems using Machine Learning
 
لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...
لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...
لموعد الإثنين 03 يناير 2022 143 مبادرة #تواصل_تطوير المحاضرة ال 143 من المباد...
 
[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business
[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business
[Srijan Wednesday Webinars] Artificial Intelligence & the Future of Business
 
The implementation of Big Data and AI on Digital Marketing
The implementation of Big Data and AI on Digital MarketingThe implementation of Big Data and AI on Digital Marketing
The implementation of Big Data and AI on Digital Marketing
 
Machine learning by prity mahato
Machine learning by prity mahatoMachine learning by prity mahato
Machine learning by prity mahato
 
Deep learning vs ML vs AI vs DS .pdf
Deep learning vs ML vs AI vs DS .pdfDeep learning vs ML vs AI vs DS .pdf
Deep learning vs ML vs AI vs DS .pdf
 
Artificial intelligence ( AI ) | Guide
Artificial intelligence ( AI )  |  GuideArtificial intelligence ( AI )  |  Guide
Artificial intelligence ( AI ) | Guide
 
High time to add machine learning to your information security stack
High time to add machine learning to your information security stackHigh time to add machine learning to your information security stack
High time to add machine learning to your information security stack
 
التقنيات المستخدمة لتطوير المكتبات
التقنيات المستخدمة لتطوير المكتباتالتقنيات المستخدمة لتطوير المكتبات
التقنيات المستخدمة لتطوير المكتبات
 
Security in the age of Artificial Intelligence
Security in the age of Artificial IntelligenceSecurity in the age of Artificial Intelligence
Security in the age of Artificial Intelligence
 
Azure Machine Learning 101
Azure Machine Learning 101Azure Machine Learning 101
Azure Machine Learning 101
 
Machine learning
Machine learningMachine learning
Machine learning
 
AI for Everyone: Master the Basics
AI for Everyone: Master the BasicsAI for Everyone: Master the Basics
AI for Everyone: Master the Basics
 
Machine learning and ai in a brave new cloud world
Machine learning and ai in a brave new cloud worldMachine learning and ai in a brave new cloud world
Machine learning and ai in a brave new cloud world
 
Artificial Intelligence and Cybersecurity
Artificial Intelligence and CybersecurityArtificial Intelligence and Cybersecurity
Artificial Intelligence and Cybersecurity
 
Introduction to machine learning using Elastic
Introduction to machine learning using ElasticIntroduction to machine learning using Elastic
Introduction to machine learning using Elastic
 
ML basics.pptx
ML basics.pptxML basics.pptx
ML basics.pptx
 
Summit slide loop ny
Summit slide loop nySummit slide loop ny
Summit slide loop ny
 
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
 

Recently uploaded

Globus Connect Server Deep Dive - GlobusWorld 2024
Globus Connect Server Deep Dive - GlobusWorld 2024Globus Connect Server Deep Dive - GlobusWorld 2024
Globus Connect Server Deep Dive - GlobusWorld 2024
Globus
 
Beyond Event Sourcing - Embracing CRUD for Wix Platform - Java.IL
Beyond Event Sourcing - Embracing CRUD for Wix Platform - Java.ILBeyond Event Sourcing - Embracing CRUD for Wix Platform - Java.IL
Beyond Event Sourcing - Embracing CRUD for Wix Platform - Java.IL
Natan Silnitsky
 
A Comprehensive Look at Generative AI in Retail App Testing.pdf
A Comprehensive Look at Generative AI in Retail App Testing.pdfA Comprehensive Look at Generative AI in Retail App Testing.pdf
A Comprehensive Look at Generative AI in Retail App Testing.pdf
kalichargn70th171
 
Corporate Management | Session 3 of 3 | Tendenci AMS
Corporate Management | Session 3 of 3 | Tendenci AMSCorporate Management | Session 3 of 3 | Tendenci AMS
Corporate Management | Session 3 of 3 | Tendenci AMS
Tendenci - The Open Source AMS (Association Management Software)
 
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...
Juraj Vysvader
 
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
Providing Globus Services to Users of JASMIN for Environmental Data AnalysisProviding Globus Services to Users of JASMIN for Environmental Data Analysis
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
Globus
 
Large Language Models and the End of Programming
Large Language Models and the End of ProgrammingLarge Language Models and the End of Programming
Large Language Models and the End of Programming
Matt Welsh
 
A Sighting of filterA in Typelevel Rite of Passage
A Sighting of filterA in Typelevel Rite of PassageA Sighting of filterA in Typelevel Rite of Passage
A Sighting of filterA in Typelevel Rite of Passage
Philip Schwarz
 
Using IESVE for Room Loads Analysis - Australia & New Zealand
Using IESVE for Room Loads Analysis - Australia & New ZealandUsing IESVE for Room Loads Analysis - Australia & New Zealand
Using IESVE for Room Loads Analysis - Australia & New Zealand
IES VE
 
Into the Box 2024 - Keynote Day 2 Slides.pdf
Into the Box 2024 - Keynote Day 2 Slides.pdfInto the Box 2024 - Keynote Day 2 Slides.pdf
Into the Box 2024 - Keynote Day 2 Slides.pdf
Ortus Solutions, Corp
 
2024 RoOUG Security model for the cloud.pptx
2024 RoOUG Security model for the cloud.pptx2024 RoOUG Security model for the cloud.pptx
2024 RoOUG Security model for the cloud.pptx
Georgi Kodinov
 
How to Position Your Globus Data Portal for Success Ten Good Practices
How to Position Your Globus Data Portal for Success Ten Good PracticesHow to Position Your Globus Data Portal for Success Ten Good Practices
How to Position Your Globus Data Portal for Success Ten Good Practices
Globus
 
How Recreation Management Software Can Streamline Your Operations.pptx
How Recreation Management Software Can Streamline Your Operations.pptxHow Recreation Management Software Can Streamline Your Operations.pptx
How Recreation Management Software Can Streamline Your Operations.pptx
wottaspaceseo
 
First Steps with Globus Compute Multi-User Endpoints
First Steps with Globus Compute Multi-User EndpointsFirst Steps with Globus Compute Multi-User Endpoints
First Steps with Globus Compute Multi-User Endpoints
Globus
 
Enhancing Research Orchestration Capabilities at ORNL.pdf
Enhancing Research Orchestration Capabilities at ORNL.pdfEnhancing Research Orchestration Capabilities at ORNL.pdf
Enhancing Research Orchestration Capabilities at ORNL.pdf
Globus
 
RISE with SAP and Journey to the Intelligent Enterprise
RISE with SAP and Journey to the Intelligent EnterpriseRISE with SAP and Journey to the Intelligent Enterprise
RISE with SAP and Journey to the Intelligent Enterprise
Srikant77
 
Understanding Globus Data Transfers with NetSage
Understanding Globus Data Transfers with NetSageUnderstanding Globus Data Transfers with NetSage
Understanding Globus Data Transfers with NetSage
Globus
 
Vitthal Shirke Microservices Resume Montevideo
Vitthal Shirke Microservices Resume MontevideoVitthal Shirke Microservices Resume Montevideo
Vitthal Shirke Microservices Resume Montevideo
Vitthal Shirke
 
Orion Context Broker introduction 20240604
Orion Context Broker introduction 20240604Orion Context Broker introduction 20240604
Orion Context Broker introduction 20240604
Fermin Galan
 
Webinar: Salesforce Document Management 2.0 - Smarter, Faster, Better
Webinar: Salesforce Document Management 2.0 - Smarter, Faster, BetterWebinar: Salesforce Document Management 2.0 - Smarter, Faster, Better
Webinar: Salesforce Document Management 2.0 - Smarter, Faster, Better
XfilesPro
 

Recently uploaded (20)

Globus Connect Server Deep Dive - GlobusWorld 2024
Globus Connect Server Deep Dive - GlobusWorld 2024Globus Connect Server Deep Dive - GlobusWorld 2024
Globus Connect Server Deep Dive - GlobusWorld 2024
 
Beyond Event Sourcing - Embracing CRUD for Wix Platform - Java.IL
Beyond Event Sourcing - Embracing CRUD for Wix Platform - Java.ILBeyond Event Sourcing - Embracing CRUD for Wix Platform - Java.IL
Beyond Event Sourcing - Embracing CRUD for Wix Platform - Java.IL
 
A Comprehensive Look at Generative AI in Retail App Testing.pdf
A Comprehensive Look at Generative AI in Retail App Testing.pdfA Comprehensive Look at Generative AI in Retail App Testing.pdf
A Comprehensive Look at Generative AI in Retail App Testing.pdf
 
Corporate Management | Session 3 of 3 | Tendenci AMS
Corporate Management | Session 3 of 3 | Tendenci AMSCorporate Management | Session 3 of 3 | Tendenci AMS
Corporate Management | Session 3 of 3 | Tendenci AMS
 
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...
 
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
Providing Globus Services to Users of JASMIN for Environmental Data AnalysisProviding Globus Services to Users of JASMIN for Environmental Data Analysis
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
 
Large Language Models and the End of Programming
Large Language Models and the End of ProgrammingLarge Language Models and the End of Programming
Large Language Models and the End of Programming
 
A Sighting of filterA in Typelevel Rite of Passage
A Sighting of filterA in Typelevel Rite of PassageA Sighting of filterA in Typelevel Rite of Passage
A Sighting of filterA in Typelevel Rite of Passage
 
Using IESVE for Room Loads Analysis - Australia & New Zealand
Using IESVE for Room Loads Analysis - Australia & New ZealandUsing IESVE for Room Loads Analysis - Australia & New Zealand
Using IESVE for Room Loads Analysis - Australia & New Zealand
 
Into the Box 2024 - Keynote Day 2 Slides.pdf
Into the Box 2024 - Keynote Day 2 Slides.pdfInto the Box 2024 - Keynote Day 2 Slides.pdf
Into the Box 2024 - Keynote Day 2 Slides.pdf
 
2024 RoOUG Security model for the cloud.pptx
2024 RoOUG Security model for the cloud.pptx2024 RoOUG Security model for the cloud.pptx
2024 RoOUG Security model for the cloud.pptx
 
How to Position Your Globus Data Portal for Success Ten Good Practices
How to Position Your Globus Data Portal for Success Ten Good PracticesHow to Position Your Globus Data Portal for Success Ten Good Practices
How to Position Your Globus Data Portal for Success Ten Good Practices
 
How Recreation Management Software Can Streamline Your Operations.pptx
How Recreation Management Software Can Streamline Your Operations.pptxHow Recreation Management Software Can Streamline Your Operations.pptx
How Recreation Management Software Can Streamline Your Operations.pptx
 
First Steps with Globus Compute Multi-User Endpoints
First Steps with Globus Compute Multi-User EndpointsFirst Steps with Globus Compute Multi-User Endpoints
First Steps with Globus Compute Multi-User Endpoints
 
Enhancing Research Orchestration Capabilities at ORNL.pdf
Enhancing Research Orchestration Capabilities at ORNL.pdfEnhancing Research Orchestration Capabilities at ORNL.pdf
Enhancing Research Orchestration Capabilities at ORNL.pdf
 
RISE with SAP and Journey to the Intelligent Enterprise
RISE with SAP and Journey to the Intelligent EnterpriseRISE with SAP and Journey to the Intelligent Enterprise
RISE with SAP and Journey to the Intelligent Enterprise
 
Understanding Globus Data Transfers with NetSage
Understanding Globus Data Transfers with NetSageUnderstanding Globus Data Transfers with NetSage
Understanding Globus Data Transfers with NetSage
 
Vitthal Shirke Microservices Resume Montevideo
Vitthal Shirke Microservices Resume MontevideoVitthal Shirke Microservices Resume Montevideo
Vitthal Shirke Microservices Resume Montevideo
 
Orion Context Broker introduction 20240604
Orion Context Broker introduction 20240604Orion Context Broker introduction 20240604
Orion Context Broker introduction 20240604
 
Webinar: Salesforce Document Management 2.0 - Smarter, Faster, Better
Webinar: Salesforce Document Management 2.0 - Smarter, Faster, BetterWebinar: Salesforce Document Management 2.0 - Smarter, Faster, Better
Webinar: Salesforce Document Management 2.0 - Smarter, Faster, Better
 

Global Azure BootCamp: Artificial Intelligence & Machine Learning on Azure

  • 1.
  • 2.
  • 3. Machine Learning and Artificial Intelligence on Azure Sabrina Smai @Sabrina_smai Anthony Bulk @JAnthonyBulk
  • 4.
  • 5.
  • 6. “Goal of ML is to build computer systems that can adapt and learn from experiences” –Tom Dietterich
  • 7. Why is AI & ML important?
  • 8.
  • 9.
  • 10. The technology exists today. Organizations that leverage these technologies will be able to obtain or sustain a competitive advantage. Those that don't will be left behind.
  • 11. Types of Machine Learning Algorithms Algorithms Supervised Labeled Data Classification Categorical Binary 2 categories Multi-class >2 categories Regression Numerical Unsupervised Unlabeled data Clustering Grouping
  • 12.
  • 13. Supervised Learning • Using AI to determine an A -> B (input to response) mapping • Have a machine “learn” these mappings A B Email Spam? Image Object Audio Text Housing data Price Ads, users Click? Binary classification Multiclass Classification Multiclass classification Regression Binary classification
  • 14.
  • 15.
  • 16. What is Deep Learning? Input Layer Hidden Layers Output Layer Data propagation direction Error propagation direction
  • 17. Types of deep learning architectures • Recurrent Neural Network • Long Short-Term Memory network • Convolutional Neural Networks • Recursive Neural Networks • Deep Belief Networks • Generative Adversarial Networks
  • 18. When to use what? Build your own or consume pre-trained models? Which Experience do you want? Deployment target What engine(s) do you want to use? Microsoft ML & AI products Build your own Consume Azure Machine Learning Cognitive services, bots Code first Visual tooling On-premise ML Server Cloud AML Services (Preview) Cloud AML Studio On-premise Hadoop SQL Server SQL Server Spark Hadoop Azure Batch DSVM Azure Container Service
  • 19. Workshop Build a Machine Learning Workflow and deploy web service on AML Studio
  • 20. Workshop Build a Machine Learning Workflow and deploy web service on AML WorkBench
  • 21.
  • 22. Microsoft AI Infrastructure & Services Best of Microsoft research and open source Comprehensive ML and AI capabilities for Data Scientists Easy to consume AI for developers Hyperscale hardware innovation (scale, GPU, FPGA) – Azure Compute Leading hardware, at scale, on demand
  • 23.

Editor's Notes

  1. MS AI Stack chart *high level service are packaged *raw infrastructure like GPU or DSVM (spin end series VM to run ML workloads) *CNTK is DL library. Like tensorflow/caffe same family of tools *AzureStudio *APIs if you are not familiar with building from scratch
  2. Conclusion
  3. BOTH OF US 