what does bob really want? recommenders in the cloud

44
What does Bob really want? Building recommendation systems based on cloud technologies Olivia Klose | Technical Evangelist, Microsoft NoSQL Usergroup Cologne, July 1st 2015

Upload: olivia-klose

Post on 04-Aug-2015

173 views

Category:

Data & Analytics


4 download

TRANSCRIPT

Page 1: What does Bob really want? Recommenders in the Cloud

What does Bob really want? Building recommendation systems based on cloud technologies

Olivia Klose | Technical Evangelist, Microsoft

NoSQL Usergroup Cologne, July 1st 2015

Page 2: What does Bob really want? Recommenders in the Cloud
Page 3: What does Bob really want? Recommenders in the Cloud
Page 4: What does Bob really want? Recommenders in the Cloud
Page 5: What does Bob really want? Recommenders in the Cloud
Page 6: What does Bob really want? Recommenders in the Cloud
Page 7: What does Bob really want? Recommenders in the Cloud
Page 8: What does Bob really want? Recommenders in the Cloud

13.06.20

15

SQLSaturday Rheinland

2015

Page 9: What does Bob really want? Recommenders in the Cloud
Page 10: What does Bob really want? Recommenders in the Cloud

The challenge in automation is

enabling computers to interpret

endless variation in handwriting.

Page 11: What does Bob really want? Recommenders in the Cloud

The challenge in automation is

enabling computers to interpret

endless variation in handwriting.

Page 12: What does Bob really want? Recommenders in the Cloud
Page 13: What does Bob really want? Recommenders in the Cloud
Page 14: What does Bob really want? Recommenders in the Cloud

1. Too complex: When you can’t code it.

2. Too much: When you can’t scale it.

3. Too specialised: When you have to dapt/personalise.

4. Autonomous: When you can’t track it.

Page 15: What does Bob really want? Recommenders in the Cloud

VALUE

DIFFICULTY

What happened?

Why did it happen?

What will happen?

How can we make it happen?

Traditional BI Advanced Analytics

Page 16: What does Bob really want? Recommenders in the Cloud

Challenges

Skilled

Data Scientists Infrastructure

Time Scalable

Page 17: What does Bob really want? Recommenders in the Cloud
Page 18: What does Bob really want? Recommenders in the Cloud
Page 19: What does Bob really want? Recommenders in the Cloud

?

Page 20: What does Bob really want? Recommenders in the Cloud

[green]

[sour]

[citrus]

[green]

[sweet]

Page 21: What does Bob really want? Recommenders in the Cloud
Page 22: What does Bob really want? Recommenders in the Cloud

Azure Machine Learning

Make machine learning accessible to every

enterprise, data scientist, developer,

information worker, consumer, and device

anywhere in the world.

Page 23: What does Bob really want? Recommenders in the Cloud

ML

Studio

M

HDInsight

SQL Server VMSQL DB

Blobs & Tabellen

Cloud

Desktopdateien

Exceltabelle

Andere…

Local

IDE for ML Web Service

MonetiseStorage Account

Page 24: What does Bob really want? Recommenders in the Cloud
Page 25: What does Bob really want? Recommenders in the Cloud
Page 26: What does Bob really want? Recommenders in the Cloud
Page 27: What does Bob really want? Recommenders in the Cloud
Page 28: What does Bob really want? Recommenders in the Cloud
Page 29: What does Bob really want? Recommenders in the Cloud
Page 30: What does Bob really want? Recommenders in the Cloud
Page 31: What does Bob really want? Recommenders in the Cloud
Page 32: What does Bob really want? Recommenders in the Cloud
Page 33: What does Bob really want? Recommenders in the Cloud
Page 34: What does Bob really want? Recommenders in the Cloud
Page 35: What does Bob really want? Recommenders in the Cloud
Page 36: What does Bob really want? Recommenders in the Cloud
Page 37: What does Bob really want? Recommenders in the Cloud

http://aka.ms/AzureML-Market

Page 38: What does Bob really want? Recommenders in the Cloud
Page 39: What does Bob really want? Recommenders in the Cloud
Page 40: What does Bob really want? Recommenders in the Cloud

http://aka.ms/MLCheatSheet

Page 41: What does Bob really want? Recommenders in the Cloud

In limited preview

SELECT text, sentiment(text)FROM myStream

http://aka.ms/stream-ml

Page 42: What does Bob really want? Recommenders in the Cloud

http://aka.ms/MLbook

Page 43: What does Bob really want? Recommenders in the Cloud

aka.ms/azurenow

Machine Learning Series

http://aka.ms/MLserie

http://aka.ms/AzureML-resources

Machine Learning Cheat Sheet

http://aka.ms/MLCheatSheet

Machine Learning Studio

http://studio.azureml.net

Kostenloses E-Book

http://aka.ms/MLbook

oliviaklose.com

aka.ms/MLblog

@oliviaklose

Page 44: What does Bob really want? Recommenders in the Cloud

© 2015 Microsoft Corporation.

All rights reserved. Microsoft, Windows, and other product names are or may be registered trademarks in the U.S. and/or other countries.

Olivia Klose

Technical Evangelist

Microsoft Deutschland GmbH

E-Mail: [email protected]

Blog: oliviaklose.com

Twitter: @oliviaklose