Course Outline

Introduction to Generative AI and Large Language Models

  • Overview of generative AI and its evolution
  • Introduction to LLMs: GPT, BERT, and their capabilities
  • Comparing generative models with traditional NLP approaches

Transformer Architecture and Model Training

  • Understanding the transformer architecture in LLMs
  • Self-attention mechanism and language modeling
  • Training large language models and fine-tuning processes

Prompt Engineering for Effective Interaction

  • Crafting prompts for accurate and useful outputs
  • Fine-tuning prompt strategies for varied applications
  • Experimenting with prompt variations to optimize responses

Applications of LLMs in Business

  • Automating customer service with conversational AI
  • Content generation for marketing and media
  • LLMs in data analysis and report generation

Ethical Considerations and Bias Management

  • Identifying potential biases in LLM-generated content
  • Addressing ethical concerns in generative AI applications
  • Strategies for responsible deployment of LLMs

Advanced Techniques in LLMs

  • Fine-tuning LLMs for domain-specific applications
  • Integrating LLMs with other AI systems for enhanced functionality
  • Exploring multilingual and cross-lingual capabilities

The Future of Generative AI in Business

  • Emerging trends in generative AI and LLM research
  • Opportunities and challenges in scaling LLM solutions
  • Preparing for AI-driven transformation in business

Summary and Next Steps

Requirements

  • Basic understanding of machine learning and natural language processing concepts
  • Familiarity with Python programming

Audience

  • Data scientists and AI practitioners interested in generative AI technologies
  • Business professionals exploring automation and content generation
  • Technical managers and decision-makers looking to implement LLMs in their workflows
 14 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 3200 € + VAT*

Contact us for an exact quote and to hear our latest promotions

Testimonials (3)

Upcoming Courses

Related Categories