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NLP Programming Cosine Similarity for Beginners

NLP, Machine Learning, Java

Course Description

This course shows how to perform document similarity using an information-based retrieval method such as vector space model by using cosine similarity technique.

In the first part of the course, students will learn key concepts related to natural language and semantic information processing such as Binary Text Representation, Bag of Words, Lemmatization, TF, IDF, TF-IDF, Cosine Similarity, CamelCase and Identifiers.

In the second part of the course, students will learn how to develop and implement a natural language software to perform document similarity. The course provides the basics to help students understand the theory and practical in Java Programming. The code sample also provides students techniques of how to modularize, trace and implements algebra functionalities.

We conclude the course by providing some guidelines about how to run and debug the program. Students are also given reference links to external resources which help them in gaining better understanding when dealing with natural language software or machine learning. 

At the end of the course, you will have a complete understanding of the fundamental concepts of NLP using programming languages. The objective of the course is to learn and familiarise the concepts at the beginner level but an intermediate level of programming knowledge is required.   The coding example in this course uses Java Programming Language to illustrate the document similarity. 

Goals

  • Students will learn concepts about Natural Language Processing using Vector Space Model. One of the techniques to calculate Cosine Similarity and how to program Cosine Similarity using Java Programming Language. This is one of the most important features to learn when doing machine learning.

Prerequisites

  • Students need to have knowledge about Java Programming and an intermediate level inorder to understand the Java Program given as an example to illustrate cosine similarity.
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Curriculum

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NLP Programming Cosine Similarity for Beginners
This Course Includes
  • 2 hours
  • 7 Lectures
  • 2 Resources
  • Completion Certificate Sample Certificate
  • Lifetime Access Yes
  • Language English
  • 30-Days Money Back Guarantee

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