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 is Core Text Mining Operations?
  • Text Mining Query Languages

Module 3: Text Mining Pre-Processing Techniques

  • Task-Oriented Approaches

Module 4: Categorization

  • Text Categorization Applications
  • Document Representation
  • Knowledge Engineering to TC
  • Using Unlabeled 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: Visualization Approaches

  • Architectural Considerations
  • Text Mining Visualization Approaches
  • Visualization 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 in Minneapolis 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 course:

  • 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 Data Science Course in Minneapolis, participants 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 in Minneapolis, 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 Data Science Training in Minneapolis offers a comprehensive understanding of text mining operations and preprocessing techniques. Delegates will delve into the intricacies of text categorization, explore significant algorithms, leverage unlabeled 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 utilize key algorithms for efficient text categorization
  • To evaluate and enhance text classifiers using unlabeled 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 this course in Minneapolis, 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 Course?

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

Why choose us

Our Minneapolis 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.

Minneapolis is the larger of the two cities that are known as the Twin Cities (Minneapolis and St Pauls).  It is the largest city in the state of Minnesota and has an estimated total population of around 410,000 people. Minneapolis and Saint Paul anchor the second-largest economic center in the Midwest. Education in the USA is provided by both public and private schools, and is mandatory until the age of 16.  Pupils conducting their schooling within the USA start off at preschool, followed by elementary school, then middle school, before finishing at high school.  At age 18, US citizens are able to engage in higher education.  Higher education in the USA normally comes in the form of a college, undergraduate school, or a community college – that latter of which doesn’t normally cost anything to attend.  Candidates participating in a course at a college will gain credits towards a bachelor’s degree, whilst candidates participating a course at a community college will be earning credits in order to achieve an associate’s degree. There are around 40,000 pupils enrolled in Minneapolis primary and secondary schools. There are around 100 schools including 45 elementary schools, 7 middle schools and 7 high schools. The Minneapolis school system has a graduate rate of 44% which makes it the 6th worst city from the country’s 50 biggest cities. The city is home to the main campus of the University of Minnesota. There are around 50,000 students attending this university, studying for undergraduate and graduate degrees. The school is ranked 123rd in the world rankings of universities, which makes it a top 50 ranked American school. The University of Minnesota was ranked highest in counseling and personnel services, chemical engineering, psychology, macroeconomics, applied mathematics and non-profit management. At The Knowledge Academy we offer over 50,000 classroom based training courses in the United States, including popular locations such as Minneapolis.

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Address

Fifth Street Towers
100 South Fifth Street
19th Floor
Minneapolis
Minnesota
55402

T: +1 7204454674

Ways to take this course

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

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The training fees for certification in Minneapolis starts from $3195
The Knowledge Academy is the Leading global training provider for .
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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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