1st Thailand LLM Bootcamp
Float16.cloud has been a part of hosting the Bootcamp with OpenACC, NVIDIA, Siam.ai, and AIEI.
The Thailand LLM Bootcamp will take place over 2 days. Day 1 (February 28) will be held online, and Day 2 will be held in person at Central World, Thailand.
Registration link (Close 18 Feb 2025)
https://www.openhackathons.org/s/siteevent/a0CUP00001Yalpp2AB/se000400
Agenda
This bootcamp will provide hands-on experience with an end-to-end LLM project. It is divided into 3 parts
1.Continue Fine-Tuning LLM Models
Learn how to continue fine-tuning LLM models, such as the Llama model, with NVIDIA NeMo while leveraging PEFT techniques like QLoRA.
2.Optimize LLM Models
The second part will help you reduce inference resources for LLM models. We will focus on reducing and balancing the model's ability with performance (model intelligence vs. tokens per second). We will explore quantization using NVIDIA TensorRT-LLM (TRT-LLM).
3.Serving the LLM Model
The final part will guide you in deploying the model in a production environment using best practices from the NVIDIA team. We will leverage the serving engine with Triton Inference Server and use advanced techniques like inflight batching, context caching, and paged KV cache.
Float16 teams
Our Float16 team is responsible for setting up the resources and providing Jupyter notebooks to the participants. In addition to setting up the resources, we will also serve as instructors and TAs for the event.
Lastly, this bootcamp is the first LLM bootcamp in Thailand. Float16 plans to localize and improve the bootcamp throughout the year and to continue holding LLM bootcamps across Southeast Asia (SEA), not limited to Thailand.
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