Course Outline

Introduction to Sentiment Analysis

  • Fundamentals of sentiment analysis
  • Challenges and opportunities in sentiment analysis
  • Overview of LLMs and their capabilities

LLMs and Natural Language Understanding

  • Deep dive into LLMs architecture
  • Understanding context and sentiment with LLMs
  • Preprocessing data for sentiment analysis

Building Sentiment Analysis Models with LLMs

  • Training LLMs for sentiment analysis
  • Fine-tuning models for specific domains
  • Practical exercises on model training

Analyzing Social Media with LLMs

  • Collecting social media data for analysis
  • Real-time sentiment tracking on social platforms
  • Case studies of social sentiment analysis

Sentiment Analysis in Customer Feedback

  • Extracting insights from customer reviews and surveys
  • Enhancing customer service with sentiment analysis
  • Workshop on feedback analysis

Advanced Topics in Sentiment Analysis

  • Addressing sarcasm, irony, and complex emotions
  • Cross-language sentiment analysis
  • Future trends in sentiment analysis with LLMs

Ethical Considerations and Bias Mitigation

  • Ethical implications of sentiment analysis
  • Identifying and mitigating bias in models
  • Responsible use of sentiment analysis

Project and Assessment

  • Analyzing sentiment from a chosen dataset
  • Peer reviews and group discussions
  • Final assessment and feedback

Summary and Next Steps

Requirements

  • An understanding of basic machine learning concepts
  • Experience with text data preprocessing and analysis
  • Familiarity with Python programming

Audience

  • Data scientists and analysts
  • Marketing professionals
  • Product managers
 21 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 4800 € + VAT*

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