Course information

Data Mining Training​ Course Outline

Module 1: Getting Started with Data Mining

  • Introduction to Data Mining
  • Types of Data
  • Data Objects and Attribute Types
  • Data Visualisation
  • Measuring Data Similarity and Dissimilarity

Module 2: Data Preprocessing

  • Introduction to Data Preprocessing
  • Data Integration
  • Data Cleaning
  • Data Reduction
  • Data Transformation
  • Data Discretisation

Module 3: Data Warehousing and Online Analytical Processing

  • Basic Concepts of Data Warehousing
  • Data Cube and OLAP
  • Design of Data Warehouse
  • Implementation of Data Warehouse
  • Uses of Data Warehouse

Module 4: Data Cube

  • Preliminary Concepts
  • Data Cube Computation Methods
  • Multidimensional Data Analysis in Cube Space

Module 5: Mining Frequent Patterns, Associations, and Correlations

  • Frequent Itemset Mining Methods
  • Pattern Evaluation Methods

Module 6: Advanced Pattern Mining

  • Pattern Mining in Multilevel and Multidimensional Space
  • Constraint-Based Frequent Pattern Mining
  • Mining High-Dimensional Data and Colossal Patterns
  • Mining Compressed or Approximate Patterns
  • Pattern Exploration and Application

Module 7: Classification

  • Introduction to Classification
  • Decision Tree Induction
  • Bayes Classification Methods
  • Rule-Based Classification

Module 8: Advanced Methods of Classification

  • Backpropagation
  • Classification Using Frequent Patterns
  • Lazy Learners
  • Genetic Algorithms, Rough Set Approach, and Fuzzy Set Approaches

Module 9: Cluster Analysis

  • Introduction to Cluster Analysis
  • Partitioning and Hierarchical Methods
  • Density-Based and Grid-Based Methods

Module 10: Advanced Cluster Analysis

  • Probabilistic Model-Based Clustering
  • Clustering High-Dimensional and Graph Data
  • Clustering with Constraints

Module 11: Outlier Detection

  • Outlier Analysis
  • Outlier Detection Methods
  • Statistical and Proximity-Based Approaches
  • Clustering-Based and Classification-Based

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Who should attend this Data Mining Training Course?

The Data Mining Course is tailored to impart knowledge on the process of extracting patterns, correlations, and information from large amounts of data stored in databases, data warehouses, or other information repositories. This course can be beneficial for various professionals aiming to derive insights from data, including:

  • Data Scientists
  • Business Analysts
  • Database Administrators
  • Marketing Analysts
  • Researchers
  • Statisticians
  • Machine Learning Engineers

Prerequisites of the Data Mining Training Course

There are no formal prerequisites required for attending this Data Mining Course. Although, a prior understanding of IT concepts can be helpful.

Data Mining Training Course Overview

Data mining is the method of detecting patterns in large data sets by making use of statistics, machine learning and database systems. It includes analysing large amounts of data and converting it into useful information. The insights gained from data mining can be used for fraud detection, marketing, scientific discovery, etc.

This Data Science Course will provide delegates with extensive knowledge on data mining. This course will cover the main concepts of data mining, including data objects, data visualisation, measuring data similarity, and data preprocessing. Delegates will also learn about data transformation and data discretisation. Data warehousing and online analytical processing will also be crucial concepts of this course, including basic data warehousing concepts, data cube, and OLAP.

In addition, this 2-day training course will cover mining frequent patterns, associations, and correlations including pattern evaluation methods. Delegates will acquire knowledge on advanced pattern mining that comprises constraint-based frequent pattern mining, mining high-dimensional data and colossal patterns, and pattern exploration and application. By the end of this course, delegates will have gained comprehensive knowledge on classification methods, cluster analysis, and outlier detection.

Course Objectives

  • To comprehend data mining concepts and its practical applications
  • To acquire data preprocessing skills for effective analysis
  • To grasp data transformation and discretisation techniques
  • To understand data warehousing and online analytical processing (OLAP)
  • To become proficient in frequent pattern mining and associations
  • To develop expertise in advanced pattern mining, classification, clustering, and outlier detection

Upon completing this Data Mining Training Course, delegates will gain advanced skills in extracting valuable insights from large datasets, enhancing their ability to make informed business decisions. Additionally, the course equips them with practical knowledge of cutting-edge data mining techniques.

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What’s included in this Data Mining Training Course?

  • World-Class Training Sessions from Experienced Instructors
  • Data Mining Certificate
  • Digital Delegate Pack

Why choose us

Our Ottawa venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Ottawa is the capital city of Canada. It is located on the bank of the Ottawa River in the east of Southern Ontario province. It has an estimated population of 885,000 people. Ottawa is the fourth largest city in the world. The name of this city comes from the Algonquin word Odawa which means “to trade”. Education in Canada is mostly free and publicly funded. It is overseen by the federal, provincial and local governments, with the education within provincial jurisdiction and the curriculum overseen by the province. Education is compulsory in most provinces up to the age of 16. Parents can choose between sending their children to one of the public schools or they can sent them to a fee paying private school. Those who live in Ottawa and find that picking a secondary school is a fraught decision involving school zones and ratings. There are four main public school boards in Ottawa. One is English, one is English-Catholic, and one is French and another is French-Catholic. The Ottawa-Carleton District School Board which is the largest with 147 schools to oversee. The catholic school board has 85 schools, the Conseil des écoles catholiques du Centre-Est has 49 schools and the Conseil des écoles publiques de l'Est de l'Ontario has 37 schools. Canada’s higher has a very good reputation. However there is no formal ranking system and students will often choose colleges and universities bases on geographic convenience and the reputation of a particular course. Ottawa is one of the best educates cities in Canada as it is believed that over half of the population have graduated from college or university. Ottawa has the highest per capita concentration of engineers, scientists, and residents with PhDs in Canada. The University of Ottawa was founded in 1848 and was the first higher education institute to be established in the city.  The university is a bilingual public university. The University of Ottawa is ranked in the top 300 universities in the world, coming in at number 284 and is a top 15 university in Canada.  The university has faculties in the following areas: arts, civil law, common law, education, engineering, post graduate studies, health sciences, medicine, science, social sciences and the school of management. Ottawa also has two main public colleges Algonquin College and La Cité collégiale. There are also 2 catholic universities in the city; Dominican University College and Saint Paul University.

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Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Data Mining Training in Ottawa. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Data Mining Training in Ottawa, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Data Mining Training in Ottawa FAQs

Please arrive at the venue at 8:45am.
There are no formal prerequisites for attending this course. However, basic knowledge of the IT industry will be beneficial.
Anyone who is interested in learning the data mining can attend this course. This course is best-suited for IT managers aiming to improve data management and analysis techniques.
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 2 days.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The training fees for Data Mining Training certification in Ottawa starts from CAD4295
The Knowledge Academy is the Leading global training provider for Data Mining Training.
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Why choose us

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Best price in the industry

You won't find better value in the marketplace. If you do find a lower price, we will beat it.

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Many delivery methods

Flexible delivery methods are available depending on your learning style.

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High quality resources

Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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