Rendezvous with Artificial Intelligence · Cognitive Services CLOUD + EDGE Azure Machine Learning...

Rendezvous with Artificial Intelligence

Sandeep.Alur@Microsoft.com

@saalur

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