Digital (Device) Revolution
Driving
Data
Explosion
The Big Shift
PREDICT
TO
PREVENTOR
PRESCRIBE
SQuAD Reading Comprehension Test
RESNET Vision Test152 Layers
SwitchBoard Speech Recognition Test
MT Research System
Building blocks for a Data Science Project
Data
sources
Democratize AI
COMPUTER
Vision
Intelligence at the Edge
Text Analytics
Face
Recognize Text
Cloud API
Azure On-Premise (Edge)
Local API Call (Intelligent
Edge)
IoT Edge
Cognitive APIBill ing
Machine LearningTypical E2E Process
…
Prepare Experiment Deploy
Orchestrate
ML Model Training, Deployment & Management
Ingest
Data
Understand
Data
Clean
Data
Featurize
Data
Build
Model
Hyperparameter
Tuning
Register
Model
Deploy
Model
Feature Engineering Hyperparameter Optimization
Azure Automated ML
Data Science Skills
YES
Target Audience
DATA SCIENTISTS
Skill LevelINTERMEDIARY
Automated Machine Learning Experiment
ML Experiment
RegressionClassification Forecasting
HYPERPARAMETER OPTIMIZATION
Data Pre-Processing and Featurization
Data Source Formats Ingestion
FEATURE ENGINEERING
Data
Optimized ML Model
Output
AZURE AUTOMATED ML
Azure ML Service
Data Science Skills
YES
Target Audience
DATA SCIENTISTS
Skill LevelADVANCED
ML Workspace/ DevOps Loop
Remote COMPUTEContainer/Cluster
Local COMPUTE
Host Model as a Web Service
Azure DevOps
Azure Container Instances
Azure Kubernetes Instances
Project Brainwave
Azure IoT Edge Devices
deploy_from_image
Machine Learning Model
Scaling a ML Model using Azure ML Services
DevOps loop for data science
Prepare
Data
Prepare
Register and
Manage Model
Build
Image
…
Build model
(your favorite IDE)
Deploy Service
Monitor Model
Train &
Test Model
Cognitive ServicesCLOUD + EDGE
Azure Machine Learning Services
Bot Service
Cosmos DB
MySQL/PostgreSQL DB
SQL DB/DW
Data Lake
SparkDSVM-------DLVM
Azure Databricks AKS
CPU, FPGA, GPU
IoT Edge
Azure ML for VS Code
Azure ML Studio
Azure ML Workspace
Cognitive Toolkit
TensorFlow Caffe
Azure AI Services
Azure Infrastructure
Tools
Turning the visual world
into an audible experience.
Seeing AI
Microsoft AI Platform
DEVELOPER
S’ Dream
DATA SCIENTIST ’ Paradise
Industry Stories15 Minutes
Key Scenarios and Learnings from
Real Implementations
THANK YOU
Sandeep.Alur @Microsoft.com
@saalur
https://aischool.microsoft.com