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        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        LLM Production Chain (Inference, Deployment, CI/CD)AI Bootcamp

        - Map the end-to-end LLM production chain: data, serving, latency, monitoring - Explore multi-tenant LLM APIs, vector databases, caching, rate limiting - Understand tradeoffs between hosting vs using APIs, and inference tuning - Plan a scalable serving stack (e.g., LLM + vector DB + API + orchestrator) - Learn about LLMOps roles, workflows, and production-level tooling

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        From Theory to Practice — Building Your First LLM ApplicationAI Bootcamp

        - Understand how inference works in LLMs (prompt processing vs. autoregressive decoding) - Explore real-world AI applications: RAG, vertical models, agents, multimodal tools - Learn the five phases of the model lifecycle: pretraining to RLHF to evaluation - Compare architecture types: generic LLMs vs. ChatGPT vs. domain-specialized models - Work with tools like Hugging Face, Modal, and vector databases - Build a “Hello World” LLM inference API using OPT-125m on Modal

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Navigating the Landscape of LLM Projects & ModalitiesAI Bootcamp

        - Compare transformer-based LLMs vs diffusion models and their use cases - Understand the "lego blocks" of LLM-based systems: prompts, embeddings, generation, inference - Explore core LLM application types: RAG, vertical models, agents, and multimodal apps - Learn how LLMs are being used in different roles and industries (e.g., healthcare, finance, legal) - Discuss practical project scoping: what to build vs outsource, how to identify viable ideas - Identify limitations of LLMs: hallucinations, lack of reasoning, sensitivity to prompts - Highlight real-world startup examples (e.g., AutoShorts, HeadshotPro) and venture-backed tools

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        LLMOps & Scalable ServingAI Bootcamp

        Plan a scalable serving stack (LLM + vector DB + API + orchestrator), learn LLMOps roles and workflows.

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        LLM Production ChainAI Bootcamp

        Map the LLM production chain (data, serving, latency, monitoring), explore multi-tenant APIs, vector databases, caching.

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Building Your First LLM ApplicationAI Bootcamp

        Compare architecture types (generic LLMs, ChatGPT, domain-specialized), use tools like Hugging Face and Modal, and build a “Hello World” LLM inference API with OPT-125m.

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        LLM Inference BasicsAI Bootcamp

        Understand inference (prompt processing vs autoregressive decoding), explore real-world AI applications, and learn the five phases of the model lifecycle (pretraining to RLHF to evaluation).

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Limitations of LLMsAI Bootcamp

        Identify LLM limitations (hallucinations, lack of reasoning, prompt sensitivity) and learn from real-world startup examples (e.g., AutoShorts, HeadshotPro).

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        LLM Use Cases Across IndustriesAI Bootcamp

        Explore LLM applications in healthcare, finance, legal, etc., and discuss project scoping (what to build vs outsource, viable ideas).

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Understanding LLM Projects and ModalitiesAI Bootcamp

        Compare transformer-based LLMs vs diffusion models, explore LLM components (prompts, embeddings, generation, inference), and understand application types (RAG, vertical models, agents, multimodal).


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