Data Mining Training Course

Course CodeCourse Code

datamin

Duration Duration

21 hours (usually 3 days including breaks)

Requirements Requirements

Fair knowledge about relational data structures, SQL

Overview Overview

Course can be provided with any tools, including free open-source data mining software and applications

Course OutlineCourse Outline

Introduction

  • Data mining as the analysis step of the KDD process ("Knowledge Discovery in Databases")
  • Subfield of computer science
  • Discovering patterns in large data sets

Sources of methods

  • Artificial intelligence
  • Machine learning
  • Statistics
  • Database systems

What is involved?

  • Database and data management aspects
  • Data pre-processing
  • Model and inference considerations
  • Interestingness metrics
  • Complexity considerations
  • Post-processing of discovered structures
  • Visualization
  • Online updating

Data mining main tasks

  • Automatic or semi-automatic analysis of large quantities of data
  • Extracting previously unknown interesting patterns
    • groups of data records (cluster analysis)
    • unusual records (anomaly detection)
    • dependencies (association rule mining)

Data mining

  • Anomaly detection (Outlier/change/deviation detection)
  • Association rule learning (Dependency modeling)
  • Clustering
  • Classification
  • Regression
  • Summarization

Use and applications

  • Able Danger
  • Behavioral analytics
  • Business analytics
  • Cross Industry Standard Process for Data Mining
  • Customer analytics
  • Data mining in agriculture
  • Data mining in meteorology
  • Educational data mining
  • Human genetic clustering
  • Inference attack
  • Java Data Mining
  • Open-source intelligence
  • Path analysis (computing)
  • Reactive business intelligence

Data dredging, data fishing, data snooping

Bookings, Prices and EnquiriesBookings, Prices and Enquiries

Guaranteed to run even with a single delegate!
Private Classroom
 
Private Classroom
Participants are from one organisation only. No external participants are allowed. Usually customised to a specific group, course topics are agreed between the client and the trainer.
Private Remote
From CA$7350
Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet. More Information

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Private Remote
1 CA$7350
2 CA$4170
3 CA$3110
4 CA$2580
Public Classroom
From CA$9810
(84)
Public Classroom
Participants from multiple organisations. Topics usually cannot be customised

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Public Classroom
1 CA$9810
2 CA$5475
3 CA$4030
4 CA$3308
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Upco...Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
Montreal - University StreetWed, Dec 13 2017, 9:30 amCA$7350 / CA$10245
Vancouver - Park PlaceWed, Dec 13 2017, 9:30 amCA$7350 / CA$10095
Burnaby - MetrotownMon, Dec 18 2017, 9:30 amCA$7350 / CA$10095
Toronto - Toronto StreetWed, Dec 20 2017, 9:30 amCA$7350 / CA$10185
Saint John - Harbour BuildingWed, Dec 20 2017, 9:30 amCA$7350 / CA$11100

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