๐Ÿ’ฐ ML Expense Predictor

A linear regression model trains live in your browser on synthetic household data, then predicts your estimated monthly expenses.

Display currency

Rates are fixed approximations for display only.

Theme color

๐ŸŸฃ
๐Ÿ”ต
๐ŸŸ 
๐ŸŸข
๐Ÿ”ด
โšช

๐Ÿงพ Your Household

Adjust the sliders โ€” the prediction updates when you hit predict.

Monthly Income i
$5,000
Rent / Mortgage i
$1,500
Household Size i
3
City Cost-of-Living Tier i
๐Ÿš— Owns a car
๐Ÿ’ณ Has loan / debt payments

๐Ÿ“ˆ Prediction

Fill in the form and click Predict to see your estimated monthly expense.

๐Ÿฅง Spending Breakdown

Estimated category split for your predicted expense.

๐Ÿง  Model Info

Trained with batch gradient descent on โ€” synthetic samples (freshly generated in your browser).

Rยฒ (train)โ€”
MAEโ€”
Epochsโ€”

๐Ÿ•˜ Prediction History

Saved locally in your browser โ€” nothing leaves your machine.