Slides used during the Global Azure Bootcamp in Greater Toronto Area on Machine Learning.Net and Azure

1. Bruno Capuano
Innovation Lead @Avanade
@elbruno | http://elbruno.com
Getting Started with ML.Net and Azure!

2. #WeAreAvanade
#GlobalAzureTO
Avanade
Best of Accenture
and Microsoft
Created by Accenture and Microsoft, Avanade brings the best in strategy and
technology to unlock more value from your IT investments and maximize
business results.
We bring together the world’s largest community of experts on Microsoft-
based solutions with +30,000 skilled professionals.
We have collaborated with
Junior Achievement (JA)
since 2016, supporting JA
programs to teach young
people about the world of
technology, leadership and
entrepreneurship
Junior Achievement

3. #WeAreAvanade
#GlobalAzureTO
“It has exquisite buttons …
with long sleeves …works for
casual as well as business
settings”{f(x) {f(x)
Machine Learning: “Programming the Unprogrammable”

4. #WeAreAvanade
#GlobalAzureTO
f(x)
Model
Machine Learning creates a
Using this data
Machine Learning: “Programming the UnProgrammable”

5. #WeAreAvanade
#GlobalAzureTO
Is this A or B? How much? How many? How is this organized?
Regression ClusteringClassification
Machine Learning Tasks

6. #WeAreAvanade
#GlobalAzureTO6
Cognitive Services - Anomaly Detector

7. #WeAreAvanade
#GlobalAzureTO
Load Data
Extract
Features
Model
Consumption
Train
Model
Evaluate
Model
Prepare Your Data Build & Train Run
Machine Leaning workflow

8. #WeAreAvanade
#GlobalAzureTO
Hello ML.Net !
MakeMagicHappen();
https://www.avanade.com/AI

9. Machine Learning.Net

10. #WeAreAvanade
#GlobalAzureTO
DESKTOP CLOUDWEB MOBILE ML
.NET
IoTGAMING
Your platform for building anything

11. #WeAreAvanade
#GlobalAzureTO
Proven & Extensible
Open Source & Cross platform
dot.net/ml
Build your own
Developer Focused
ML.NET is a machine learning
framework made for .NET developers

12. #WeAreAvanade
#GlobalAzureTO
And many more examples
@ https://github.com/dotnet/machinelearning-samples
Customer segmentation
Recommendations
Predictive maintenance
Forecasting
Issue Classification
Ranking news/topics
Image classification
Sentiment Analysis
Machine Learning scenarios with ML.NET

13. #WeAreAvanade
#GlobalAzureTO
Windows 10 (Windows Defender)
Power Point (Design Ideas)
Excel (Chart Recommendations)
Bing Ads (Ad Predictions)
+ more
Azure Stream Analytics (Anomaly Detection)
Power BI (Key Influencers)
ML.NET is proven at scale, enterprise ready
(aka. TLC: MSFT internal for years)

14. • What is the Microsoft MVP Award program?
• How do I become a Microsoft MVP?
• How is the MVP Award given?

15. #WeAreAvanade
#GlobalAzureTO
Sophisticated pretrained models
To simplify solution development
Azure
Databricks
Machine Learning
VMs
Popular frameworks
To build advanced deep learning solutions TensorFlow KerasPytorch Onnx
Azure
Machine Learning
LanguageSpeech
…
Azure
Search
Vision
On-premises Cloud Edge
Productive services
To empower data science and development teams
Powerful infrastructure
To accelerate deep learning
Flexible deployment
To deploy and manage models on intelligent cloud and edge
Machine Learning on Azure
Cognitive Services

16. Azure Notebooks

17. #WeAreAvanade
#GlobalAzureTO
Microsoft Azure Notebooks

18. #WeAreAvanade
#GlobalAzureTO
What is the point with notebooks?
https://www.svds.com/why-notebooks-are-super-charging-data-science/

19. #WeAreAvanade
#GlobalAzureTO
Hello Azure Notebooks !
MakeMagicHappen();
https://www.avanade.com/AI

20. #WeAreAvanade
#GlobalAzureTO
Sophisticated pretrained models
To simplify solution development
Azure
Databricks
Machine Learning
VMs
Popular frameworks
To build advanced deep learning solutions TensorFlow KerasPytorch Onnx
Azure
Machine Learning
LanguageSpeech
…
Azure
Search
Vision
On-premises Cloud Edge
Productive services
To empower data science and development teams
Powerful infrastructure
To accelerate deep learning
Flexible deployment
To deploy and manage models on intelligent cloud and edge
Machine Learning on Azure
Cognitive Services

21. Bruno Capuano
Innovation Lead @Avanade
@elbruno | http://elbruno.com
Q&A - Thank you!