LLM bootcamp curriculum
LLM bootcamp curriculum Overview of the topics and practical exercises. Duration: 120 mins LLM Application Architectures Understanding the components of a large-scale enterprise LLM application Lecture | In-class discussion In this module, we will understand the common use cases of large language models and the fundamental building blocks of such applications. Learners will be introduced to the following topics: Large language models and foundation models Prompts and prompt engineering Context window and token limits Embeddings and vector databases Build custom LLM applications by: Training a new model from scratch Fine-tuning foundation LLMs In-context learning Canonical architecture for an end-to-end LLM application Duration: 60 mins Challenges and Risks Key challenges and risks in enterprise adoption of large language models Lecture | In-class discussion In this module, we will explore the primary challenges and risks associated with adopting generative AI technologies. Learne...