Natural Language Processing (NLP) Fundamentals with Python Overview

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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Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Natural Language Processing (NLP) Fundamentals with Python. 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 (NLP) Fundamentals with Python, 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.

Experience the most sought-after learning style with The Knowledge Academy's Natural Language Processing (NLP) Fundamentals with Python. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Natural Language Processing (NLP) Fundamentals with Python sessions.

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Natural Language Processing (NLP) Fundamentals with Python FAQs

Natural Language Processing (NLP) is the technique of developing a device or machine that can understand a command rapidly, either in text or voice, as humans can.
Before attending this Natural Language Processing (NLP) Fundamentals with Python Training course, delegates should have a basic knowledge of Python.
This training course is suitable for everyone who wishes to gain knowledge regarding Natural Language Processing. However, this course is more beneficial for: • Data Scientists • Developers • Python Professionals • Programmers • Data Analysts
Speech recognition, part of speech tagging, word sense disambiguation, named entity recognition, co-reference resolution, sentiment analysis, and natural language generation are the different tasks of NLP.
Spam detection, machine translation, virtual agents and chatbots, social media sentiment analysis, and text summarisation are the real-world applications of NLP.
This course is 2 days
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.
In this Natural Language Processing (NLP) Fundamentals with Python Training course, you will learn how to use the Natural Language Toolkit (NLTK) to pre-process raw text, build the text classifier using the Naive Bayes algorithm, text wrangling, POS tagging, text classification, and other essential topics.
The training fees for Natural Language Processing (NLP) Fundamentals with Python certification in the United Kingdom starts from £2495
The Knowledge Academy is the Leading global training provider for Natural Language Processing (NLP) Fundamentals with Python.
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