Fine-tuning Gemini with Google AI Studio Tutorial - [Customize a model for your application]

Learn how to fine-tune the Gemini model using Google AI Studio to enhance its performance for your specific tasks. This tutorial covers dataset preparation, fine-tuning processes, and advanced tuning settings to customize the model to your needs.
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Key Takeaways:
✩ Dataset Preparation: Ensure your training dataset is high quality, diverse, and representative of your expected production traffic.
✩ Tuning Process: Fine-tuning involves adjusting the model with example inputs and outputs to teach it desired behaviors or tasks.
✩ Advanced Settings: Optimize the tuning process with settings like epochs, batch size, and learning rate to improve model performance.
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[@PramodGeorge]

How do you access the fine tuned model from API?

[@tuaitituaiti1565]

💫🙏🎯👊🤙💪🗿🎬🔥🦅☯️ Thank You CB Great Value Add As Usual Sir

[@WhatsThisStickyStuff]

Is there a limit to the tokensize of the output? Im thinking about training a model to output json files based on my input to control a 3rd party software but jsons might be kinda big

[@pavankarthickm3528]

Clickbait Thumbnail, Gemini flash's finetuning hasn't released yet

[@turan3450]

how can I use my tuned model in my flutter app ?

[@sms7048]

still cant find an answer to this

[@deepfakes4567]

bro... go to new prompt and click get code

[@turan3450]

@@deepfakes4567 but there aren't "flutter" option there

[@ghalaiv]

Did you find how?

[@OllieQuarm]

In the terms of finetuning, what's the benefit of doing this fine-tuning process opposed to just using vanilla Gemini and prompting it: "For a real estate agency, give me a caption with an emoji and 2 hashtags"? After all, using fine tuning models via the API is typically more expensive, right?

[@ronnilokoro7394]

Grrreat content, thank you

[@hareshlakhwani4721]

how can we use that model url in api

[@sms7048]

same

[@deepfakes4567]

go to new prompt and click get code

[@Romulus-k3p]

same here

[@DanielGutierrez-bx3ch]

First Comment

[@AsToldByGinger2024]

Thanks for sharing 👏🏻
I do the same but I want it use my tuning model on colab but I got this error
403 POST You do not have permission to access tuned model tunedModels.
Can you provide a video for that 😢

[@samarbinkheder]

I am getting the same error

[@htrbgfdvcxzaefwgrhbntgsca4056]

API keys are not sufficient when u try and use user specific data such as tuned models. You need to configure OAuth credentials

[@andrewbarrows2878]

This is easy for simple use cases where the output is always similar in structure. Corbin, have you used AI studio to fine-tune based on unstructured data? IE: inputting data to capture a person’s unique writing style. I have 500 articles and writing examples from wiki pages I've written on software engineering. Each item has a category and a label that I've curated but the copy in the body for each item varies widely. It may be the wrong approach to try to fine-tune based on a persons writing style using AI studio. Maybe, I just need to create embeddings and store them in a vector DB, first. Thoughts?
Thanks Corbin, love the channel!

[@roshan_552]

@@htrbgfdvcxzaefwgrhbntgsca4056 how to do it bro please tell.

[@jay22alco]

Clickbait thumbnail. hit report.