Fine-tuning Gemma4 Model Training Pipeline
Budget: $30 – $250 USD
The goal of this task is to train and finetune the Gemma4 Model.
I already have a sample training dataset consisting of
-incoming mesage
-thinking steps
-desired final reply
I want a trainings pipeline to finetune the Gemma4 model for this datasetp.
It should optimize both, thinking and and final response. It would be ideal if the inlucsion of the the thinking steps is optional so I can als train on datasets where I don't have thinking steps.
I want to be able to train both the model shipped by Google and also this patached version:
The training pipleline should work for both!
During the evaluation steps I want to see the following debug output for selected samples:
-The full prompt.
-The exact sequence use for loss calculation (for both thinking and final reply).
The setup should run in a cloud.
I want to deploy the final training pipeline in a cloud.
If you need computing resuources I have this promo-code for 250 USD computing credits for Upcloud:
https://signup.upcloud.com/?promo=affiliate-converter250&utm_source=converter&utm_medium=affiliate&utm_campaign=affiliate-converter250
You can use it for this (or also other projects).
I already have a sample training dataset consisting of
-incoming mesage
-thinking steps
-desired final reply
I want a trainings pipeline to finetune the Gemma4 model for this datasetp.
It should optimize both, thinking and and final response. It would be ideal if the inlucsion of the the thinking steps is optional so I can als train on datasets where I don't have thinking steps.
I want to be able to train both the model shipped by Google and also this patached version:
The training pipleline should work for both!
During the evaluation steps I want to see the following debug output for selected samples:
-The full prompt.
-The exact sequence use for loss calculation (for both thinking and final reply).
The setup should run in a cloud.
I want to deploy the final training pipeline in a cloud.
If you need computing resuources I have this promo-code for 250 USD computing credits for Upcloud:
https://signup.upcloud.com/?promo=affiliate-converter250&utm_source=converter&utm_medium=affiliate&utm_campaign=affiliate-converter250
You can use it for this (or also other projects).