Artificial intelligence: development, training and integration · ENGLISH
Service page for projects serving Colombia. Decide whether fine-tuning fits the task and define evaluation examples before tuning. Products serving Colombia can organise tasks, roles and content so each audience finds its route.
01 · CONTEXT
Products serving Colombia can organise tasks, roles and content so each audience finds its route.
02 · PRACTICAL BRIEF
Models, integration and evaluation
Define the task, representative examples, permitted data, evaluation goal and runtime environment. Leave sensitive data out of the initial brief. Before finalising the brief for Colombia, confirm with the people involved: Products serving Colombia can organise tasks, roles and content so each audience finds its route.
An example schema, training format, configuration and base model version.
Evaluate held-out data and check for regressions on tasks the model already handled.
03 · METHOD
Models, integration and evaluation
04 · ANSWERS
Decide whether fine-tuning fits the task and define evaluation examples before tuning. An example schema, training format, configuration and base model version.
Prepare the task, representative examples, permitted data, privacy constraints and target environment. Avoid sharing sensitive data in an initial enquiry.
Evaluate held-out data and check for regressions on tasks the model already handled.