Fine-Tuning
Available to Enterprise customers only. This is also a very hands on activity and typically we manage it end-to-end.
Send Annotated Data
Send your annotated data to an S3 bucket. Ensure the data is well-organized and labeled according to the model’s requirements (we’ll provide specs)
Initiate Fine-Tuning
Use the Mixpeek Dashboard (and soon to be API) to schedule a fine-tuning job. Specify the base
model_id
, the S3 bucket path, and specs
that tell the fine-tuner how to run.
This will return a new model_id, for example: model_1askdh2390
, which you’ll then use in your methods like:
Version Control
It’s recommended to store the version_id of each model state as it is fine-tuned.
If you append a model_version
in the metadata of the pipeline it’ll automatically be added to your database so you can do query-time filtering.
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