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Course Outline
Introduction to Generative Pre-trained Transformers (GPT)
- Evolution of language models in NLP
- Introduction to GPT and its significance
- Use cases and applications of GPT models
Understanding GPT Architecture and Training
- Transformer architecture and self-attention mechanism
- Pre-training and fine-tuning of GPT models
- Transfer learning and domain adaptation with GPT
Exploring GPT-3
- Overview of GPT-3 architecture and features
- Understanding the model's capabilities and limitations
- Hands-on exercises with GPT-3 for text generation and completion
Recent Advancements: GPT-4
- Overview of the latest GPT-4 model
- Key enhancements and improvements over previous versions
- Exploring the expanded capabilities of GPT-4
Applications of GPT Models
- Text generation and completion using GPT models
- Machine translation with GPT
- Dialogue systems and chatbots with GPT
- Creative writing and storytelling using GPT models
Fine-tuning GPT Models
- Techniques for fine-tuning GPT models on specific tasks
- Adapting GPT for domain-specific applications
- Best practices for fine-tuning and model evaluation
Ethical Considerations and Challenges
- Ethical implications of using large language models
- Bias and fairness issues in GPT models
- Mitigating risks and ensuring responsible use of GPT models
Future Trends and Beyond GPT-4
- Emerging trends in NLP and generative models
- Research frontiers and potential advancements beyond GPT-4
Summary and Next Steps
- Recap of key learnings and takeaways from the course
- Resources for further exploration and learning opportunities in GPT models and NLP
Requirements
- Familiarity with deep learning concepts and natural language processing (NLP) fundamentals.
- Basic knowledge of transformers would be beneficial.
Audience
- Data scientists
- Machine learning engineers
- NLP researchers
- AI enthusiasts
14 Hours
Testimonials (6)
I really appreciated Vincent's enthusiasm, professionalism and knowledge. I was able to do well-guided and illustrated practical exercises, directly applying the AI tool in the context of my professional activity as a communications manager for unions. This was made possible by the interview prior to the 2-day training to determine the training program.
Claude - Internationale de l'Éducation
Course - ChatGPT for Content Creation
Machine Translated
His way of gaining audience
Venkata Narasimha Murthy - 6Point6
Course - ChatGPT for Automation
Specific knowledge provided in an accessible way. Answering questions and dispelling doubts
Szymon - Web INnovative Software Sp. z o.o.
Course - ChatGPT (GPT-4) for Developers
Machine Translated
balance between lectures and workshops
Bartek - Web INnovative Software Sp. z o.o.
Course - ChatGPT (GPT-4) for Developers
Machine Translated
Real life examples.
Craig - Hollard Insure
Course - ChatGPT
Gaurav's clear explanations and practical application examples.
