The Road Ahead
Discover the essential principles behind large language models including their probabilistic nature, architecture, and customization strategies. Learn about emerging trends such as autonomous agents, multimodal models, and efficient architectures. This lesson helps consolidate your understanding and prepares you to engage with ongoing innovations and build practical AI applications responsibly.
We'll cover the following...
We have come a long way. We began with a simple question: “What is a Large Language Model?” From there, we embarked on two great journeys. We traced the life of a prompt step-by-step through the intricate machinery of the transformer, demystifying the magic of attention. We then took a conceptual leap into the training journey, understanding the colossal process of pretraining and the crucial final steps of alignment that give these models their power and safety. Finally, we put on our developer hats and built a practical toolkit for creating real-world applications.
You have a complete, end-to-end mental model of how these systems work. This final lesson is about consolidating that knowledge and looking toward the future.
The core principles
If you take away just three core principles from this course, let them be these:
LLMs are ...