Data Science with Microsoft Azure Machine Learning, Microsoft SQL

Download Report

Transcript Data Science with Microsoft Azure Machine Learning, Microsoft SQL

The information herein is for informational purposes only and represents the opinions and views of Project
Botticelli and/or Rafal Lukawiecki. The material presented is not certain and may vary based on several factors.
Project Botticelli Ltd and Microsoft make no warranties, express, implied or statutory, as to the information in this
presentation.
Copyright © 2015 Project Botticelli Ltd unless noted otherwise. Some slides contain quotations from copyrighted
materials by other authors, as individually attributed or as already covered by Project Botticelli Ltd or Microsoft
Copyright ownerships. All rights reserved. Microsoft, Windows, Windows Vista and other product names are or
may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for
informational purposes only and represents the current view of Project Botticelli Ltd as of the date of this
presentation. Because Project Botticelli & Microsoft must respond to changing market conditions, it should not be
interpreted to be a commitment on the part of Microsoft, and Microsoft and Project Botticelli cannot guarantee
the accuracy of any information provided after the date of this presentation. Project Botticelli makes no
warranties, express, implied or statutory, as to the information in this presentation. E&OE.
projectbotticelli.com
Chicago
technitrain.com/coursedetail.php?c=59
cornerstone.se/rafal
sqlskills.com/rafal
Register on
projectbotticelli.com
Online training
Data Science Data Mining
Introduction to BI & Big Data
Power BI DAX
Cube Design MDX
Excel BI
PPTs
projectbotticelli.com/ppt
Online tutorials offer
$50 off 3 & 12 month memberships in May 2015:
50IGNITE2015
reason
Understand
Plan
Experiment meaningfully
Improve performance
analytics
Data wrangling
(munging), retrieval
+ storage
Data
mining &
machine
learning
Big data
Statistics
Business
problem
Data
Models
Chart from "2014 Data Science Salary Survey" (ISBN 978-1-491-91842-5)
© 2015 O'Reilly Media, used with permission. Arrows mine.
For more info, and great titles on data science, visit oreilly.com
SSAS Data
Mining
Easy, visual,
intuitive, Excel,
just works
R
Descriptive stats,
feel your data,
more algorithms
Azure ML
Advanced
algorithms,
auto-tuning,
web services,
cloud!
1. Define
2. Train
3. Validate
scoring
4.
evaluating
Explore
Deploy
…visualise and study
…deploy as a (web) service
5. Update and revalidate
Classifiers
Clustering
Regression
Recommenders
Predict what class case belongs to
Discover natural groupings of cases
Predict numerical outcomes
Explore associations between cases
Ensembles
mix them up
Better
http://www.rstudio.com/
Rattle
http://cran.r-project.org/
http://www.revolutionanalytics.com/
Azure ML: built-in
Machine Learning
Experiments
Web Services
projectbotticelli.com
Chicago
technitrain.com/coursedetail.php?c=59
cornerstone.se/rafal
sqlskills.com/rafal
projectbotticelli.com
BI video tutorials, PPTs, and articles
$50 off 3 & 12 month memberships in May:
50IGNITE2015
Follow: @rafaldotnet
Email: [email protected]
Discover: rafal.net
NO PURCHASE NECESSARY. Open only to event attendees.
Winners must be present to win. Game ends May 9th, 2015.
For Official Rules, see The Cloud and Enterprise Lounge or
myignite.com/challenge
http://myignite.microsoft.com