# Fieldwork (ML Studio)

A guided browser studio for tabular machine learning, with four learning labs, model comparison, an experiment notebook and optional device saves.

Canonical: https://jonathantipper.com/projects/fieldwork-ml-studio
JSON: https://jonathantipper.com/projects/fieldwork-ml-studio.json
Status: active
Tags: machine-learning, learning, browser

## What it is

Fieldwork is a browser studio for learning machine learning on tabular data. Start with a guided example or import a table, then prepare the data, train a model and inspect its predictions.

## What it does

Four labs cover customer retention, revenue estimates, shopping patterns and unusual equipment readings. An experiment notebook keeps validation scores, baselines and reflections together. Training and predictions run in the browser; saving a project on the device is optional, with downloaded backups available.

## Current status

An active learning studio. The app's learning workflow needs no model API key. It is designed for bounded experiments on tabular data, with documented size and evaluation limits.