Can I extend this to more variables?
This panel is tuned for two variables. For higher dimensions, repeat the approach by holding other variables constant.
Step-by-step walkthrough
Use this companion guide beside the interactive calculator to make sure you understand the “why” behind every click. Each section includes the classroom explanation, student-friendly language, and quick practice prompts.
Collect the data points listed below and double-check their units. Keeping an organized “givens” list is one of the fastest ways to reduce math errors and impress exam graders.
Step 1
Enter a function f(x, y) using x and y variables.
Step 2
Specify the evaluation point (x₀, y₀) and the finite-difference step size.
Step 3
Read off partial derivatives and the gradient magnitude.
This panel is tuned for two variables. For higher dimensions, repeat the approach by holding other variables constant.
The default (1e-4) balances precision and stability. Reduce it for well-behaved functions or increase it if round-off dominates.