Practical Fine-Tuning of LLMs

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GPT-4 Summary: Unravel the complexities of fine-tuning in LLM applications at our enlightening event, designed for everyone from learners to AI engineering leaders. Discover the nuanced world of Supervised Fine-Tuning (SFT) and its pivotal role in building, shipping, and sharing effective LLM applications. This session aims to demystify the primary forms of fine-tuning crucial for enhancing user experiences, including task training, constraining the I-O schema, and language training. Dive into enterprise use cases, live fine-tuning demonstrations with the latest tooling, and a comprehensive Q&A session addressing common theoretical inquiries such as the distinctions between PEFT, LoRA, distillation, and the tradeoffs with prompt engineering. Whether you're seeking to understand the practical applications of fine-tuning, conceptualize SFT to peers, or develop a strategic approach to when and how to fine-tune your LLM applications, this event promises invaluable insights at the frontier of AI development. Join us to elevate your knowledge and application of fine-tuning in the ever-evolving landscape of large language models.

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Speakers:
Dr. Greg, Co-Founder & CEO

The Wiz, Co-Founder & CTO

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Another Great One! --- Downloaded a set of the sessions for a road trip this past weekend -- was like I entered a time warp, and I almost wished the trip was longer so I could finish the talk I was jamming on! Thanks for sharing your gifts that are beyond price... may success find and reward you.

AI_by_AI_
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I watched an hr. long video on YouTube without taking a break! Very exciting to learn this! Awesome work guys!
Side note - I am amazed on how Greg speaks. Slow and clear with the perfect pace! For the entire video, I think I caught two "hmms" lol
Can you share more details on how to join discord to your space specifically? I would love to share and learn with the community!

sivi
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Thanks
Great video
Can you please make a video on how to fine tune dolphin-2.7-mixtral-8x7b.
Or
At least please tell what changes we need to make for the same

sushilkrsoni
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Hi ! I need to know, I want use RAG and Fine-Tuning for a specific topic. This is my use case I need a chat bot base on complexe PDF's so basically the chat bot will talk like a expert so I need to give him some pdf's and fine tune this model so he can talk like a expert of this specific topic ! Please help me

Clementdijoux
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Can I fine tune in an unsupervised manner? Say I have a lot of legal docs or case proceedings. I just want the model to have more understanding of the jargons of the local law that the base LLM model might have not seen before.

adrianemikko