Download Doing Data Mining

Peter Myers
Bitwise Solutions Pty Ltd
[email protected]
http://www.linkedin.com/in/peterjsmyers
Data Mining Enabled Predictive Analytics
Role of
Software
Data Mining
Proactive
Predictive Analytics
Interactive
Data Model
Ad hoc Reporting
Passive
Canned Reporting
Presentation
Exploration
Discovery
Business
Insight
Data Mining Enabled Predictive Analysis
Seek
Profitable
Customers
Correct
Data During
ETL
Detect and
Prevent
Fraud
Understand
Customer
Needs
Data
Mining
Build
Effective
Marketing
Campaigns
Anticipate
Customer
Churn
Predict
Sales and
Inventory
Describing the Data Mining Process
Business
Understanding
Data
Understanding
“Doing Data
Mining”
Data
Preparation
Data
Deployment
Modeling
“Putting Data
Mining to Work”
Evaluation
www.crisp-dm.org
Design time
Process time
Query time
Mining Model
Design time
Process time
Query time
Mining Model
Data
Mining
Engine
Training Data
Design time
Process time
Query time
Mining Model
Data
Mining
Engine
Predicted Data
Data to Predict
Continued
Continued
Continued
Classify
Estimate
• Decision
Trees
• Logistic
Regression
• Naïve
Bayes
• Neural
Networks
• Decision
Trees
• Linear
Regression
• Logistic
Regression
• Neural
Networks
Cluster
• Clustering
Forecast
Associate
• Time Series
• Association
Rules
• Decision
Trees
C++ App
VB App
OLE DB
ADO
.NET App
ADO.NET
Any App
AMO
Any Platform, Any
Device
WAN
XMLA
Over TCP/IP
XMLA
Over HTTP
Analysis Server
OLAP
Data Mining
Server ADOMD.NET
Data Mining Interfaces
.NET Stored Procedures
Microsoft
Algorithms
Third-Party
Algorithms
http://channel9.msdn.com/Events/TechEd/Australia/2013
http://www.microsoftvirtualacademy.com/
http://technet.microsoft.com/en-au/
http://msdn.microsoft.com/en-au/
http://technet.microsoft.com/en-us/evalcenter/dn205290.aspx
www.windowsazure.com
http://www.windowsazure.com/en-us/documentation/services/hdinsight/?fb=en-us
www.powerbi.com