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DEEP DIVE ON AZURE MLFOR DEVELOPERS
How many dogs can
you find in 4 seconds?
How many dogs can
you find in 4 seconds?
Who had 12?
DEEP DIVE ON AZURE MLFOR DEVELOPERS
THOMASMARTINSENCEO AND FOUNDING PARTNER
HAZELCLARKE SENIOR DATA SCIENTIST
BLUEFRAGMENTSTECHNOLOGY AND INNOVATION
Microsoft Cloud Gold Partner
Microsoft Application Gold Partner
Xamarin Premier Consulting Partner
● AI Services in Azure
● Azure Machine Learning
● Machine Learning Tools for Developers
DEEP DIVE ON AZURE ML
AI ADOPTION TODAY
BUSINESS VALUE IN AI
extent that it makes
sense and can be done.
It must be easy to get
information and the
information must be given
when and where it’s needed.
The machine must be a
support in daily work and help
make even more qualified
decisions.
AI ML
NN
AI SERVICES IN AZURE
Pre-built AI servicesAzure Cognitive Services
AI SERVICES IN AZURE
Conversational AIAzure Bot Service
Custom AIAzure Machine Learning
Pre-built AI servicesAzure Cognitive Services
AI SERVICES IN AZURE
Conversational AIAzure Bot Service
Custom AIAzure Machine Learning
COGNITIVE SERVICES
Vision SpeechLanguage KnowledgeSearch
Computer Vision
Content Moderator
Emotion
Face
Video Indexer
LUIS
Spell Check
Linguistic Analysis
Text Analytics
Translator
Web Language Model
Speech
Speaker Recognition
Translator
Custom
Academic
Entity Linking
Exploration
QnA Maker
Recommendations
Autosuggest
Image
News
Video
Web
Entity
Custom
Vision Service
Custom
Language Understanding
Custom
Speech
Custom
Search
Custom
Decision Service
COMPUTER VISION APIS
Description [“Tags”:["water", "swimming", "sport", "pool", "person", "man”]
"Captions": [ { "Text": "a man swimming in a pool of water", "Confidence": 0.8909298}]]
Categories [“name”: “people_swimming”, “score”: 0.099609375]
Adult Content False
Adult Score 0.18533889949321747
Faces [“age”: 27, “gender”: “Male”, “faceRectangle”: {“left”: 472, “top”: 258, “width”: 199, “height”: 199}]
Color Foreground White
Color Background Gray
Color Accent #19A4B2
FACE API
• Face Detection
Detect one or more human
faces in an image
• Face identification
Search and identify faces.
• Similar face search
Easily find similar-looking faces.
• Face grouping
Organise many unidentified
faces together into groups,
based on their visual similarity.
{
"FaceId":"9099224a-bd77-42b5-b1d2-2641560c0528",
"FaceRectangle":{
"Top":124,
"Left":459,
"Width":227,
"Height":227
},
"FaceAttributes":{
"Hair":{
"Bald":0.01,
"Invisible":false,
"HairColor":[
{
"Color":"brown",
"Confidence":1.0
},
{
"Color":"blond",
"Confidence":0.69
},
{
}
EMOTION API
• Recognise emotions in
images
The Emotion API takes a facial
expression in an image as an
input, and returns the
confidence across a set of
emotions for each face in the
image, as well as bounding box
for the face, using the Face
API.
{
"FaceRectangle":{
"Top":141,
"Left":356,
"Width":123,
"Height":123
},
"Scores":{
"Anger":2.45541414E-05,
"Contempt":0.000249862962,
"Disgust":4.51454434E-05,
"Fear":0.001153976,
"Happiness":5.58101638E-05,
"Neutral":0.004939176,
"Sadness":1.091316E-05,
"Surprise":0.993520558
}
},
{
"FaceRectangle":{
"Top":157,
"Left":216,
"Width":87,
"Height":87
COGNITIVE SERVICESDEMO
Pre-built AI servicesAzure Cognitive Services
AI SERVICES IN AZURE
Conversational AIAzure Bot Service
Custom AIAzure Machine Learning
DIGITAL ASSISTANTS
● My bicycle is stolen
● My bike is stolen
● Somebody took my tandem
● My bike got nicked
● My wheels are gone
● F**#!, they took me iron horse
● During the act of drinking a nice beer a rascal took advantage of me
enjoying that particular beer and relieved me of my dear bicycle, god
bless his soul
“MY BICYCLE IS STOLEN”
BOT SERVICEDEMO
Pre-built AI servicesAzure Cognitive Services
AI SERVICES IN AZURE
Conversational AIAzure Bot Service
Custom AIAzure Machine Learning
AZURE MACHINE LEARNING
● Machine Learning – NLP/Deep learning
● Speech recognition
● Optimisation
● Robotics
ARTIFICIAL INTELLIGENCE
● Supervised
● Unsupervised
● Reinforcement learning
MACHINE LEARNING
● Prepare Data
● Build & Train
● Deploy
MACHINE LEARNING
TOOLS FOR DEVELOPERS
● Drag and drop modules
● Add Python and R codes
● Easy web service deployment
● Opens the world of ML to anyone with internet
● Slower performance
● Limited modules
AZURE ML STUDIO
AZURE ML STUDIODEMO
● Improved data preparation capacity
● Github link to keep earlier code versions
● An excellent transition from Studio
● Still in the early stages
AZURE ML WORKBENCH
AZURE ML WORKBENCHDEMO
“Visual Studio Tools for AI is an extension that supports deep
learning frameworks including Microsoft Cognitive Toolkit (CNTK),
Google TensorFlow, Theano, Keras, Caffe2 and more. You can use
additional deep learning frameworks via the open architecture.
Visual Studio Tools for AI leverages existing code support for
Python, C/C++/C#, and supplies additional support for Cognitive
Toolkit BrainScript.”
https://www.visualstudio.com/downloads/ai-tools-vs/
VS TOOLS FOR AI
VS TOOLS FOR AIDEMO
● Building more intelligent applications
● Train and implement pre-built AI components
● Work with Data Scientists on custom AI models
DEVELOPERS
● AI Services in Azure
● Azure Machine Learning
● Machine Learning Tools for Developers
DEEP DIVE ON AZURE ML
THANK YOUHELLO@BLUEFRAGMENTS.COM
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