Axolotl is a AI FineTuning Magician

  Рет қаралды 4,432

Matt Williams

Matt Williams

Күн бұрын

Пікірлер: 38
@daniels9420
@daniels9420 2 күн бұрын
Awesome buddy! Definitely would like a video on training data
@rundeks
@rundeks Күн бұрын
I highly recommend learning UV. It greatly helped me clean up my python environments and makes them much easier to reproduce and work with.
@Alex-os5co
@Alex-os5co Күн бұрын
Thanks Matt! Another awesome video. Yesss please to dedicate data prep video!!
@Csepowertrip123
@Csepowertrip123 Күн бұрын
somewhere is read that distilling a model is best vs finetuning, can you make a video examining the validity of this claim
@adriangoris2116
@adriangoris2116 2 күн бұрын
8 H100s in a homelab?!? Do you have a homelab tour video?
@nickolasyounker
@nickolasyounker Күн бұрын
Yea, its the room youre looking at in the video. I've been there... thats the lab. It is more likely he is using cloud based h100s which you can spin up on any Public Cloud Provider.
@technovangelist
@technovangelist Күн бұрын
that’s exactly it. If I could afford to buy that many of those GPUs....well, i can't even imagine get that past my wife...
@atlantideresearch
@atlantideresearch Күн бұрын
Thanks !! Please more on fine tuning
@andrei-xe7nu
@andrei-xe7nu 7 сағат бұрын
Which is better, finetuning first and then distillation?
@nickolasyounker
@nickolasyounker Күн бұрын
Conda for the win - isolate your environments and tests folks!
@wardehaj
@wardehaj Күн бұрын
Great instruction video. Thanks! Can you male a video about how you used the 8 h100 for using the finetuning and the costs of using that for finetuning?
@NicolasEmbleton
@NicolasEmbleton Күн бұрын
More fine tuning content please 😍. These are awesome.
@sammcj2000
@sammcj2000 2 күн бұрын
I love what Python has done for software development, I hate the ecosystem (mainly its terrible version and package management) and errors.
@DriftlessCryptoToo
@DriftlessCryptoToo Күн бұрын
Bravo! Keep the tech coming! Fine tuning, RAG, ETC
@thegtlab
@thegtlab Күн бұрын
Please make a video on the dataset creation part! That would be amazing! I feel like that’s the hardest part of all of this. Hopefully the dataset is something domain specific instead of teaching it how to respond.
@technovangelist
@technovangelist Күн бұрын
Tell me what you had in mind
@RyanSmith-rb1ch
@RyanSmith-rb1ch Күн бұрын
Could you do a video on use cases for fine-tuning?
@ahmadzobairsurosh5832
@ahmadzobairsurosh5832 Күн бұрын
please teach how to create the dataset from a bunch of docs automagically. maybe use agents ?
@nadoiz
@nadoiz 7 сағат бұрын
About the next video dataset. Can you focus, a part at least, on different types of dataset, the use case of it and the difference between Llama3, Mistral, Phi types of datasets? I understand that Llama3 has a system message but Mistral no. Maybe I'm wrong but that's why I need that video. Thanks!
@gr8tbigtreehugger
@gr8tbigtreehugger 2 күн бұрын
Axolotl is a Dune deep cut (and also a cute amphibian)
@agenticmark
@agenticmark Күн бұрын
only in Mexico :D unfortunately.
@mshonle
@mshonle 20 сағат бұрын
What do I need to know if I want to use WSL? (I have a Windows machine with Intel + Nvidia 4090. Dual booting is not an option.)
@technovangelist
@technovangelist 18 сағат бұрын
I showed what’s needed for Linux which is what you just said you have
@mshonle
@mshonle 18 сағат бұрын
I was thinking about how the drivers would work though?
@technovangelist
@technovangelist 18 сағат бұрын
I dont have access to a windows machine so i dont know. But i know a lot of folks used to use ollama on wsl before the team released a window version
@rajcasio
@rajcasio Күн бұрын
Can someone tell me what the practical use cases of such fine tuning are? I believe we can get similar results using a system prompt.
@technovangelist
@technovangelist Күн бұрын
if your use case can be solved with a system prompt, its not a good case for fine tuning.
@FunnyTitleTakes
@FunnyTitleTakes 2 күн бұрын
Thank you for the video, I was in the stream and had a question but didn't want to ask to not deviate you from the topic but you talked about PyTorch, since I am struggeling with something the last couple of days and used PyTorch a lot without any success, I wanted to ask you this: I have a mini PC win 11 where I installed Ollama + docker + OpenwebUI and it is working fine but the issue is that it is only using my CPU, while i want it to use my GPU which is a "Intel Arc" Graphics, is it possible to run Ollama on Intel Arc iGPU?
@technovangelist
@technovangelist 2 күн бұрын
I know they were working on Arc GPU's but not sure what the status is on that, especially if its an integrated unit rather than an actual card
@FunnyTitleTakes
@FunnyTitleTakes 2 күн бұрын
@@technovangelist thank you for the answer but I saw some github repository where people have done it but no matter my effort, I can't have it done... and wanted to see if you know a way or agree with one of this github repositories to be the right way to do it...
@technovangelist
@technovangelist 2 күн бұрын
Sorry I don’t know. I just have Mac computers at my house and haven’t really done much with anything else in a while and none of the hosted solutions seem to have Intel
@FunnyTitleTakes
@FunnyTitleTakes 2 күн бұрын
@@technovangelist thank you
@Mister-Wabbit
@Mister-Wabbit Күн бұрын
Can you tech us how to use an ai model in mac that uses NPU on my mac and GPU please
@technovangelist
@technovangelist Күн бұрын
Ollama will use the gpu automatically
@Mister-Wabbit
@Mister-Wabbit Күн бұрын
@ what can i do with the NPU?
@hcrrby2996
@hcrrby2996 2 күн бұрын
Mic sound is still off. Are you testing new settings?
@technovangelist
@technovangelist 2 күн бұрын
there is still a minor issue that most won't notice, but getting there.
@MuratBayhan
@MuratBayhan 12 сағат бұрын
Great brother
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