Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction to Generative AI
- What is generative AI and why is it important?
- Main types and techniques of generative AI
- Key challenges and limitations of generative AI
Transformer Architecture and LLMs
- What is a transformer and how does it work?
- Main components and features of a transformer
- Using transformers to build LLMs
Scaling Laws and Optimization
- What are scaling laws and why are they important for LLMs?
- How do scaling laws relate to the model size, data size, compute budget, and inference requirements?
- How can scaling laws help optimize the performance and efficiency of LLMs?
Training and Fine-Tuning LLMs
- Main steps and challenges of training LLMs from scratch
- Benefits and drawbacks of fine-tuning LLMs for specific tasks
- Best practices and tools for training and fine-tuning LLMs
Deploying and Using LLMs
- Main considerations and challenges of deploying LLMs in production
- Common use cases and applications of LLMs in various domains and industries
- Integrating LLMs with other AI systems and platforms
Ethics and Future of Generative AI
- Ethical and social implications of generative AI and LLMs
- Potential risks and harms of generative AI and LLMs, such as bias, misinformation, and manipulation
- Responsible and beneficial use of generative AI and LLMs
Summary and Next Steps
Requirements
- An understanding of machine learning concepts, such as supervised and unsupervised learning, loss functions, and data splitting
- Experience with Python programming and data manipulation
- Basic knowledge of neural networks and natural language processing
Audience
- Developers
- Machine learning enthusiasts
21 Hours
Testimonials (7)
Examples and links excel repository
Olga - GE HealthCare
Course - Generative AI with Large Language Models (LLMs)
a lot of examples and different tools to check
Bartosz - GE HealthCare
Course - Generative AI with Large Language Models (LLMs)
Custom GPTs, prompt engineering
Marcin Stezowski - GE HealthCare
Course - Generative AI with Large Language Models (LLMs)
Wide perspective
Artur - GE HealthCare
Course - Generative AI with Large Language Models (LLMs)
Technical examples in conjunction with theory.
Marcin - GE HealthCare
Course - Generative AI with Large Language Models (LLMs)
Mikołaj background outside IT enable presenting this topic from different angle - much needed for IT folks!
Grzegorz - GE HealthCare
Course - Generative AI with Large Language Models (LLMs)
Explanation form other than IT perspective. Adding value
