Fine Tuning Large Language Models with InstructLab

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Want to get more out of your language models? Follow Cedric Clyburn as he shows how to fine-tune large language models using InstructLab, an open-source tool that can help you customize and specialize them for specific tasks. By fine-tuning your language models, you'll be able to tackle complex tasks with ease, automate repetitive work, and unlock new insights that help you solve real-world problems and achieve your goals.

#finetuning #largelanguagemodels #ai
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Very good delivery! I can watch this guy explain stuff all day. Keep it up! I can't believe all this knowledge is just free out here

khairullahhabib
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This is really good. Easy to understand and implement.

murunatan
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Yeeeey Cedric, more videos from Cedric please please!!

taygundogan
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Thanks. Does it work the same with ollama?

stanTrX
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InstructLab presentations lead me to fantasize about training a model to shorten the learning curve for large open source projects. For example, the code-aster finite element package, with huge amounts of documentation and many documented test cases can many structural and dynamic and even thermal mechanical systems. However, the combinations of features which work compatibly with each other feels to a beginner like a fractal landscape. It is ok to go through an example, but it is easy to loose footing at near adjacencies. It would be nice to talk to a model about strategies to construct a new model, which can reference particular documents and examples, and identify prospective strategies as self conflicting. But when I imagine mapping this problem to instruct lab, I imagine it to be a more daunting task than just working with the program and gaining experience, and reading a lot.

PB-kxvv
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I was just wondering how they really train AI. This helps.

justwanderin
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That was awesome, and I was wondering, can we fine-tune that model with an RAG chatbot—like, chat with it and feed it new info through our chats?

ZakinAbdul
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What version of ilab were you running in this demo?

andrewcameron
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how can I train it on PHP programming language, and some php projects.

AmeerHamza-cykm
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How much data it need to do proper fine tuning ?

gauravmodi
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This is a great video and a good intro to an amazing tool. Just one suggestion, it does need some knowledge and background of computer science and data structures. I don't think it is for people with zero knowledge or background as the video suggestsin the beginning. Amazing content IBM, learning a lot here.

munawwarkhan
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Can fine tuning can be done with cpu? I mean without gpu?

rajavemula
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What about hallucinations or guardrails

activewire-web
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I want to do the same with a tiny model please

jacquesgastebois