Creating fine-tuned GPT-3 models via the OpenAI fine-tuning API

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  • Опубликовано: 27 окт 2024

Комментарии • 29

  • @tom-greg
    @tom-greg Год назад +3

    Great video! I just want to add that as of January 2023, tokens you use with your fine-tuned model are about 6 times more expensive than the base model (Davinci: $0.12 vs $0.02 /1k tokens). So you might not save money, but you will get more accurate outputs if you fine-tune it correctly .

  • @alexiades
    @alexiades Год назад +1

    Excelente lesson. I expected Open AI Fine Tuning API to improve the general model itself with new training data but what we see is a significant deterioration of the original model responses when it's Fine Tuned on new data. Is there anyway to overcome this problem?

    • @alexiades
      @alexiades Год назад

      As we see here: 38:40

  • @jesusruizortega9683
    @jesusruizortega9683 2 года назад +5

    Thanks for your tutorial. I got a question. Is it possible to fine-tune a model that answer questions the same way it would do with the answer function of OpenAI API?
    I mean, is there something like a parameter for the "fine-tune.creates" line in which i can send a set of documents to look for? So the model can answer questions based on the information of the documents.
    Thank you again!

  • @kushagra4401
    @kushagra4401 Год назад

    Hi the slack community link you have provided in the description has expired, can you please share a new one! thanks

    • @BuzzRobot
      @BuzzRobot  8 месяцев назад +1

      Hey! Sorry for the late reply. If you are still interested in joining our community, here's a link join.slack.com/t/buzzrobot/shared_invite/zt-1zsh7k8pd-iMu_M8bUxIK3pOJgqJgCRQ

    • @kushagra4401
      @kushagra4401 8 месяцев назад

      @@BuzzRobot Thanks

  • @adri4351
    @adri4351 3 года назад +3

    Hey, quick question, how did you format the CSV file before uploading it to the CLI?

    • @尹梓龙
      @尹梓龙 2 года назад

      it takes jsonl right? so {prompt:”… ->”, completion:”…”} u can convert csv to jsonl in python. use csv and srsly libraries

  • @tiecheng-excelprogramming2370
    @tiecheng-excelprogramming2370 Год назад +1

    Hello, thank you for the video. Is there anywhere we could get the yelp_review_sentiment.csv file?

  • @bingbongbangbingboom
    @bingbongbangbingboom 3 года назад +1

    Thank you!

  • @countofst.germain6417
    @countofst.germain6417 2 года назад +2

    Sorry I'm an idiot, and I'm new to this. Will fine tuning allow me to make a chatbot with a backstory, memory and personality any size I choose? Fine Tune on previous chats so It will be able to retrieve the information from there instead of using tons of tokens for every question? Or are you saying that I would only be able to draw on that information by creating custom prompts to access that information, in which case that doesn't really help me with a memory and backstory. that would be too much work.
    This is incredible technology, it's so fun to play this. The potential is huge. I love the fact that you guys have let random idiots like me play with such a powerful tool 😅.

  • @dauletbabakhan8848
    @dauletbabakhan8848 3 года назад +4

    Thank you for tutorial. I followed the tutorial but it is not runing on Windows. Also the code lines which is given in Developer quickstar -> Making requests OpenAI Api are not running on Windows. Is this tutorial only for Mac?

  • @raselhossain8855
    @raselhossain8855 Год назад

    how to update my existing fine-tune model with my new custom data?

  • @creneemugo94
    @creneemugo94 Год назад

    I want to teach my model to generate a json string with properties that I have strict naming for them. I tried to get chat gbt to do it and it did a nice job but he takes the liberty of changing some of the property names.
    For example if my prompt tells him to generate the json string he will name one of the json properties in his own way. If I train my model can my completion property in the jsonL file have an inner json string example?

  • @zohaibramzan6381
    @zohaibramzan6381 2 года назад +2

    Can we fine-tune same GPT-3 model more than once?

    • @sadrahel2142
      @sadrahel2142 2 года назад

      Hi did you find the answer I am interested too !?

    • @zohaibramzan6381
      @zohaibramzan6381 2 года назад

      @@sadrahel2142 no we can’t do more than once

  • @zohaibramzan6381
    @zohaibramzan6381 2 года назад

    If we want to bias the gpt-3 language, is it possible? For example, i want my model to use only my field related vocab while generation. How can i do that?

    • @redouanaf6378
      @redouanaf6378 Год назад

      were you able to do that sir ?
      I want to do the same thing, is it achievable ?

    • @zohaibramzan6381
      @zohaibramzan6381 Год назад

      @@redouanaf6378 only fine-tuning worked in my case

  • @manabukun
    @manabukun 2 года назад

    Is the fine tuned model context aware? I mean if I trained it with a specific logical QnA flow, will it be aware of the context? ...especially in domain specific QnA training data?

    • @oddyse6047
      @oddyse6047 2 года назад

      No, you ask gpt3 and it will also answer you with a no.

  • @sarathipriya
    @sarathipriya Год назад

    can any one show a video of the paid acount, how it will be, what is the minimum subscription.and more over to fine tune a model using 18$ free credit , it is not creating a model , instead it throws error as in correct api

  • @A123-d8o
    @A123-d8o Год назад

    DO ONE FOR GPT-4

  • @wahaha6141
    @wahaha6141 Год назад

    I want that csv file

  • @ZalexMusic
    @ZalexMusic 3 года назад

    What time is it today?
    A bee finds a name
    In the computer
    I'm getting this tattooed on my chest. What time is it yesterday?