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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Las Vegas is situated within Nevada, as well as it being recognised as a major resort city it is also within the top three cities in the United States for meetings, business and conventions destinations. Las Vegas was founded in 1905 however wasn’t recognised as a city until 1911. Vegas or the City of Las Vegas as the city is otherwise known as, is home to around 603,488 people and the metropolitan population is around 2,027,828 people, leaving Las Vegas ranked within the United States most populous cities coming in at number 29. Primary and Secondary schools are either private schools such as the St. Viator School, Faith Lutheran Jr/Sr High School, Alexander Dawson School, The Meadows School and the Bishop Gorman High School or they are public schools which are overlooked by the Clark County School District. The colleges and universities play a big part within the higher education system in Las Vegas with again both private and public colleges and universities as an option available to students. The Universities and colleges include the University of Nevada, Las Vegas, College of Southern Nevada, as well as these students also have other options close by these being Touro University Nevada, Roseman University of Health Sciences, University of Nevada, Reno and Nevada State College. The University of Nevada, Las Vegas which was established in 1957 is one of the public universities and taught around 715 students on a doctoral degree and roughly 4,010 on a postgraduate and 23,813 on an undergraduate’s course in 2014. Students are given the opportunity to be able to take masters, bachelors, doctoral and undergraduate degrees. Subjects which the different universities and colleges offer can include fine arts, health sciences, architecture, dental medicine, nursing, business, law, sciences, nursing, public affairs, social work, engineering, medical health sciences, sports and pharmacy most of which either come under a two year or four year programme.

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Howard Hughes Parkyway
3960 Howard Hughes Parkway
Suite 500
Las Vegas
Nevada
89169

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 Las Vegas. 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 Las Vegas, 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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