Course information

Text Mining Training​ Course Outline

Module 1: Introduction to Text Mining

  • What is Text Mining?
  • Text Mining Systems Architecture

Module 2: Core Text Mining Operations

  • What are Core Text Mining Operations?
  • Text Mining Query Languages

Module 3: Text Mining Pre-Processing Techniques

  • Task-Oriented Approaches

Module 4: Categorisation

  • Text Categorisation Applications
  • Document Representation
  • Knowledge Engineering to TC
  • Using Unlabelled Data
  • Evaluating Text Classifiers

Module 5: Introduction to Clustering

  • Partitioning of Networks
  • Clustering Tasks in Text Analysis
  • Clustering Algorithms
  • Clustering of Textual Data

Module 6: Information Extraction (IE)

  • Define Information Extraction
  • IE Systems Architecture
  • Anaphora Resolution
  • IE Inductive Algorithms
  • Structural Information Extraction (IE)

Module 7: Probabilistic Models for IE

  • Hidden Markov Models
  • Stochastic Context-Free Grammar
  • Maximal Entropy Modelling
  • Conditional Random Fields

Module 8: Pre-Processing Applications

  • HMM to Textual Analysis Applications
  • Using MEMM for IE
  • Applications of CRFs to Textual Analysis MEMM for IE
  • Using SCFG Rules
  • Bootstrapping

Module 9: Presentation-Layer Considerations

  • Browsing
  • Accessing Constraints and Simple Specification Filters at the Presentation Layer
  • Accessing the Underlying Query Language

Module 10: Visualisation Approaches

  • Architectural Considerations
  • Text Mining Visualisation Approaches
  • Visualisation Techniques in Link Analysis

Module 11: Introduction to Link Analysis

  • Automatic Layout of Networks
  • Paths and Cycles in Graphs
  • Centrality
  • Partitioning of Networks
  • Networks Pattern Matching

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Who should attend this Text Mining Training Course?

This Text Mining Training Course is suitable for a wide range of professionals and individuals who want to gain expertise extracting information, sentiment, or patterns from unstructured text-based data. The following professionals can benefit from this training:

  • Data Scientists
  • Software Engineers
  • Data Analysts
  • Digital Marketers
  • Product Managers
  • Business Intelligence Analysts
  • NLP Engineers

Prerequisites of the Text Mining Training Course

There are no formal prerequisites for attending this Text Mining Course.

Text Mining Training Course Overview

Text Mining is a knowledge-intensive process that is a pivotal skill in today's information-driven world. It involves interacting with text-based document collections using powerful analysis tools to uncover valuable insights and patterns within vast data sources, be it reports, articles, or social media data. In this course, delegates embark on a journey to master text mining, a crucial skill set for professionals navigating the sea of textual information.

Understanding Text Mining is vital for professionals in various domains, including Data Analysts, Market Researchers, Content Creators, and Information Scientists. As digital content continues to explode, the ability to extract meaningful information from text sources becomes a competitive advantage.

The 2-day course offers a comprehensive understanding of text mining operations and preprocessing techniques. Delegates will delve into the intricacies of text categorisation, explore significant algorithms, leverage unlabelled data effectively, and evaluate text classifiers for improved accuracy. The training enhances their ability to fine-tune text mining processes through constraints and specification filters

Course Objectives

  • To grasp the fundamentals of text mining and preprocessing techniques
  • To utilise key algorithms for efficient text categorisation
  • To evaluate and enhance text classifiers using unlabelled data
  • To gain expertise in clustering and Information Extraction (IE)
  • To explore techniques for constraint handling and specification filtering
  • To master the application of hidden Markov models and maximal entropy Markov models for Information Extraction

Upon completing these courses, delegates will possess a comprehensive skill set in text mining, enabling them to efficiently extract valuable insights from textual data, automate processes, and enhance decision-making in their respective professional domains.

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What’s included in this Text Mining Training?

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

Why choose us

Our Toronto 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.

Toronto, a city in the Canadian province of Ontario, has an average population of roughly 2,615,000 spread across 243.33 square miles of land – making it the busiest and most populous region in the whole of Canada.  At The Knowledge Academy, we offer 50,000 classroom based training courses throughout the different areas of Toronto, in order to enhance people’s learning in an array of subject areas.  Education in Canada is generally funded by federal, provincial, and local governments; the system is divided into primary, secondary and post-secondary education and is operated under provincial jurisdiction.  On the whole, there are 190 days in a school year, starting in September and ending towards the last Friday of June.  Some popular and highly regarded universities in Canada include: the University of Toronto (notable alumni including: William Lyon Mackenzie King, Vincent Massey, Donald Sutherland and Lesra Martin), the University of British Columbia (notable alumni including: Eddie Peng, Justin Trudeau and Nardwuar the Human Serviette), and the University of Alberta (notable alumni including: Dayo Wong, George Stanley and Beverley McLachlin).  With its massively diverse citizenry and education options, it is hard to solely categorise the formation of its education system; it is also the home site to four publicly funded K12 school boards, a publicly funded religious K12 school board, a range of K12 private and prepatory school and a plethora of other religious, vocational, career and specialist schools.  As French is a commonly spoken language in Canada, there are also a number of public school boards designed for French language students.  Regarding religious schools, there are a number of Christian, Islamic and Jewish schools based in Toronto, all of which offering a slightly different educational system to their students and are tailored to best suit a specific religion.  With non-public schooling in mind, there are also a variety of religious non-public school boards spread throughout Toronto, namely the Board of Jewish Education of Toronto and the Toronto Adventist District School Board.  

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Address

100 King St W,

Toronto,

ON M5X 1A9,

First Canadian Place, 

T: +1 6474932992

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Text Mining Training in Toronto. 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 Text Mining Training in Toronto, 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

Text Mining Training in Toronto FAQs

Please arrive at the venue at 8:45am.
There are no prerequisites for attending this course.
Anyone wishes to develop their knowledge and skill-set can attend this course. This course is well-suited for: Data Scientists and Analysts, UX Researchers, Machine Learning Engineers
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 Text Mining Trainingin Toronto starts from CAD4295
The Knowledge Academy is the Leading global training provider for Text Mining Training.
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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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