Course information

Natural Language Processing (NLP) Fundamentals with Python Course Outline

Module 1: Introduction to NLP

  • What is Natural Language Processing?
  • Why is NLP Important?
  • Applications of NLP
  • Challenges in NLP
  • Tools and Resources for NLP

Module 2: Text Preprocessing

  • Text Cleaning and Normalisation
  • Tokenisation
  • Part of Speech Tagging
  • Named Entity Recognition
  • Stop Word Removal

Module 3: Text Representation

  • Bag of Words
  • Term Frequency-Inverse Document Frequency (TF-IDF)
  • Word Embeddings
  • Topic Modelling

Module 4: Text Classification

  • Supervised Learning
  • Naive Bayes
  • Support Vector Machines (SVM)
  • Decision Trees
  • Evaluation Metrics for Text Classification

Module 5: Advanced NLP Techniques

  • Sequence Labelling
  • Language Modelling
  • Neural Machine Translation
  • Sentiment Analysis
  • Text Summarisation

 

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Who should attend this Natural Language Processing (NLP) Fundamentals with Python Course?

The Natural Language Processing (NLP) Fundamentals with Python Course can be beneficial for a wide range of individuals who are interested in understanding and working with text data. The following are some professionals who can benefit from this course:

  • Software Developers
  • Data Scientists
  • Machine Learning Engineers
  • Data Analysts
  • Artificial Intelligence (AI) Researchers
  • Product Managers
  • Business Analysts

Prerequisites of the Natural Language Processing (NLP) Fundamentals with Python Course 

Delegates should have a basic knowledge and understanding of Python. 

Natural Language Processing (NLP) Fundamentals with Python Course Overview

Natural Language Processing (NLP) is the field of artificial intelligence that enables computers to comprehend spoken and written language like humans. It is an enterprise solution that improves employee productivity, simplifies mission-critical business processes, and streamlines business operations. This training aims to provide individuals with knowledge on how to deconstruct human text and voice data to help the computer understand and absorb the text and voice data. This training will equip learners with the algorithms and methods to derive meaningful information from raw data and enable the computer to understand and process human language. Individuals with knowledge of NLP and technical expertise will be able to advance their career opportunities and claim higher pay. 

In this 2-day Natural Language Processing (NLP) Fundamentals with Python Training course, delegates will gain comprehensive knowledge of natural language processing and how to use it effectively. While attending this training, they will learn to use the Natural Language Toolkit (NLTK) to pre-process raw text and use NLTK with different Python libraries. They will also learn about text classification, which involves classifying text strings or documents into different categories depending on the string's content. Our highly skilled tutor will conduct this course and help delegates practice with the NLP toolkit and various algorithms.

Course Objectives

  • To serve the interaction between computers and humans
  • To derive meaning from human languages using machine learning
  • To transfer linear sequences of words into structures with semantic analysis
  • To analyse language-based data compared to humans without bias
  • To analyse large paragraphs of text by splitting them into sentences
  • To find the lemma and root form of the word through lemmatisation

After attending this training course, delegates will be able to auto-summarise the text by using machine learning and developing natural language processing software. They will also be able to identify patterns and relationships within the huge amount of text.

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What’s included in this Natural Language Processing (NLP) Fundamentals with Python Course?

  • World-Class Training Sessions from Experienced Instructors 
  • Natural Language Processing (NLP) Fundamentals with Python Certificate 
  • Digital Delegate Pack

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Houston is the largest and most populated city in Texas and the American South. It is the fourth crowed city in the United States of America. It has a population of approximately over 2 million citizens. Houston is home to the Houston Independent School District (HISD) which consists of 17 school districts and 112 campuses, making it the seventh largest school district in the United States. Houston offers magnet or vanguard schools specialising in the sciences, visual and performing arts, and health professions. Houston also has charter schools and some public school districts also have their own charter schools. The city also has over 300 private schools which are accredited by Texas Private School Accreditation Commission. Houston also has Houston Area Independent Schools which offer different religious and secular viewpoints. The Archdiocese of Galveston-Houston operate the Houston Catholic schools.Huston is also home to 3 community colleges which use either the Houston Community College System or the Lone Star College System in the North-Western through North-Eastern part of Houston. Both of these are part of the 10 largest institutions of higher learning in the United States. The South-Eastern part of Houston is assisted by San Jacinto College with the Lee College serving the North-Eastern part of the city. The city also offers several private institutions of higher learning including many colleges and universities including The University of St. Thomas which is a liberal arts college as well as the Rice University which is a Catholic University with over 6,000 students enrolled. Houston provides students our separate and distinct state universities. The University of Houston is a Tier One research university and is nationally recognised. The university was established in 1927 and is the third largest university in Texas with over 40,000 students following the University of Houston System. The city also provides two stand-alone universities: The University of Houston–Clear Lake (UHCL) which was established in 1971 and teaches over 8,000 students and University of Houston–Downtown which was founded in 1974 and has nearly 14,000 students attending. Houston is also home to Texas Southern University (TSU) which is a historically black university (HBCU); it was founded in 1927 as Houston Coloured Junior College. It now teaches nearly 10,000 students.

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Address

Post Oak Central, 

1980 Post Oak Blvd

15th Floor 

Houston

Texas

United States

T: +1 7204454674

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Natural Language Processing Fundamentals With Python Training in Houston. 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 Natural Language Processing Fundamentals With Python Training in Houston, 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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