Azure Machine Learning - Just Analytics

Azure Machine Learning

Jay Liu jayli@ Cloud Solution Architect Data, AI and Advanced Analytics

Azure Data Platform

Data Collection

Data Processing

Azure Data Factory

Azure Data Factory

Azure IoT

HDInsight

Import / Export Service

App Service Cloud Services

SQL Tools

HPC / Batch

Data Storage

SQL Database Table/Blob/File/ Queue Storage Cosmos DB

SQL DWH

Data Analysis

Azure Machine Learning

HDInsight

Azure Data Lake Analytics

Azure Analysis

Big Data Tools

Functions

Azure Data Lake Store

DSVM / DLVM

Azure Search Backup/Restore Other Tools (AzCopy)

Stream Analytics

Azure Data Lake Analytics Azure Database for MySQL / PostgreSQL

Blockchain (Bletchley )

Azure DB for MySQL & PostgreSQL

VM + SQL Server

Cognitive Services Stream Analytics Azure Databricks

Presentation

Power BI Power BI embedded SharePoint App Service Cloud Services Azure Notebook Excel QlikView / Tableau SQL / VM (SS*S)

The Context

? No Need to have a pre-defined GUI Interface ? End-to-End Lifecycle and processes ? Open to frameworks and tools ? Support Deep Learning frameworks ? Help with Environment isolations ? Better management of models & experiments ? Especially on Tracking and Monitoring

? Deployment to multiple targets ? Help with ease of data preparation ? Automated Machine Learning ? Distributed Training ? Support both for Web Service and Batch modes ? Strong support for Spark (Databricks) ? Support for more training & deployment platforms ? Better Integration with other services

Azure offers a comprehensive AI/ML platform that meets--and

exceeds--requirements

Azure Machine Learning Platform

Azure Databricks

AML Libraries for Spark

AML Workbench

AML Experimentation

AML Model Management

Azure ML Studio

COSMOS

HDI

DB

Azure Cray

Bot Framework /

services

DSVM / DLVM

Cognitive Services

Cortana and Other AI Solutions (Graph, TSI, ...)

Jupyter Notebook & Azure Notebook

VSTS with TDSP

Batch / HPC

CPU, FPGA, GPU, IoT Azure Data Lake / Azure Storage

AKS / ACI

CNTK



R & RStudio

VS Code and Tools for AI Extensions

Machine Learning

Server

Edge

Q# and QSDK

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