Sentiment Analysis Training Overview

Sentiment Analysis Training Course Outline

Module 1: Introduction

  • Sentiment Analysis Applications
  • Sentiment Analysis Research
  • Sentiment Analysis as Mini NLP

Module 2: Problem of Sentiment Analysis

  • Definition of Opinion
  • Affect, Emotion, and Mood
    • Psychology
    • Sentiment Analysis
  • Different Types of Opinions

Module 3: Document Sentiment Classification

  • Supervised Sentiment Classification
  • Unsupervised Sentiment Classification
  • Sentiment Rating Prediction
  • Cross-Domain Sentiment Classification
  • Cross-Language Sentiment Classification
  • Emotion Classification of Documents

Module 4: Sentence Subjectivity and Sentiment Classification

  • Subjectivity
  • Sentence Subjectivity Classification
  • Sentence Sentiment Classification
  • Dealing with Conditional Sentences
  • Dealing with Sarcastic Sentences
  • Cross-Language Subjectivity and Sentiment Classification
  • Using Discourse Information for Sentiment Classification
  • Emotion Classification of Sentences

Module 5: Aspect Sentiment Classification

  • Rules of Sentiment Composition
  • Negation and Sentiment
  • Modality and Sentiment
  • Coordinating Conjunction 
  • Sentiment Words in Non-Opinion Contexts
  • Rule Representation
  • Word Sense Disambiguation and Coreference Resolution

Module 6: Aspect and Entity Extraction

  • Frequency-Based Aspect Extraction
  • Exploiting Syntactic Relations
  • Using Supervised Learning
  • Mapping Implicit Aspects
  • Grouping Aspects into Categories
  • Exploiting Topic Models
  • Entity Extraction and Resolution
  • Opinion Holder and Time Extraction

Module 7: Sentiment Lexicon Generation

  • Dictionary-Based Approach
  • Corpus-Based Approach
  • Desirable and Undesirable Facts

Module 8: Analysis of Comparative Opinions

  • Problem Definition
  • Identify Comparative Sentences
  • Identifying the Preferred Entity Set
  • Special Types of Comparison
  • Entity and Aspect Extraction

Module 9: Opinion Summarisation and Search

  • Aspect-Based Opinion Summarisation
  • Enhancements to Aspect-Based Summary
  • Contrastive View Summarisation
  • Traditional Summarisation
  • Summarisation of Comparative Opinions
  • Opinion Search
  • Existing Opinion Retrieval Techniques

 Module 10: Analysis of Debates and Comments

  • Recognising Stances in Debates
  • Modelling Debates/Discussions
  • Modelling Comments

Module 11: Mining Intentions

  • Problem of Intention Mining
  • Intention Classification
  • Fine-Grained Mining of Intentions

Module 12: Detecting Fake or Deceptive Opinions

  • Different Types of Spam
  • Supervised Fake Review Detection
  • Supervised Yelp Data Experiment
  • Automated Discovery of Abnormal Patterns
  • Model-Based Behavioural Analysis
  • Group Spam Detection
  • Identifying Reviewers with Multiple User IDs
  • Exploiting Burstiness in Reviews
  • Some Future Research Directions

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Who should attend this Sentiment Analysis Training Course?

Sentiment Analysis Training is designed to equip individuals with the skills and knowledge necessary to analyse and interpret sentiments, emotions, and opinions expressed in text data. This course will benefit the following professionals:

  • Marketers
  • Customer Service Representatives
  • Product Managers
  • Social Media Managers
  • Sales Professionals
  • Investors
  • Customer Experience (CX) Managers

Prerequisites of the Sentiment Analysis Training Course

There are no formal prerequisites for this Sentiment Analysis Training Course. However, prior experience in Natural Language Processing (NLP) would be helpful for the delegates.

Sentiment Analysis Training Course Overview

Sentiment Analysis is a valuable technique in today's digital landscape, allowing us to decipher emotions within textual data. This is one of the Personal Development Courses that delves into the world of sentiment analysis, its methodologies, and its wide-ranging applications across industries. Understanding sentiment is crucial for extracting insights from unstructured data, such as customer reviews and social media comments.

Professionals in marketing, data analysis, customer service, and social media management should aim to master sentiment analysis. It empowers them to comprehend customer sentiments, identify market trends, and enhance the overall customer experience. In a data-driven world, these skills are invaluable.

The Knowledge Academy's 1-day Sentiment Analysis Training equips delegates with practical knowledge and hands-on experience in sentiment analysis. The course covers various tools and methodologies to effectively gauge public opinion and sentiment from text data, enabling professionals to make informed decisions

Course Objectives:

  • To grasp the fundamentals of Sentiment Analysis.
  • To explore different sentiment analysis tools and techniques
  • To develop proficiency in interpreting sentiment data
  • To apply sentiment analysis in real-world business scenarios
  • To gain insights into customer attitudes and preferences
  • To enhance data-driven decision-making processes. 

Upon completing this course, delegates will possess a strong foundation in sentiment analysis. They will be able to extract meaningful insights from textual data, enabling them to make informed decisions, improve customer experiences, and identify emerging trends in their respective fields.

 

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What’s included in this Sentiment Analysis Training Course?

  • World-Class Training Sessions from Experienced Instructors
  • Sentiment Analysis Certificate
  • Digital Delegate Pack

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Why choose us

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Sentiment Analysis Training. 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 Sentiment Analysis Training, 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.

What our customers are saying

Sentiment Analysis Training FAQs

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The training fees for certification in the United States starts from $1295
The Knowledge Academy is the Leading global training provider for .
Please see our courses available in the United States
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High quality resources

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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