Gradient Descent Simulator

Visualize gradient descent on 2D loss landscapes - drag to set start, watch it descend

Loss Landscape

x: -4.000y: 4.000

Click and drag to place the starting point

Function

Learning Rate

Gradient Vector

∂f/∂x

-8.0000

∂f/∂y

8.0000

||∇f|| = 11.3137

Stats

Steps

0

Loss

32.0000

How it works

Gradient: The orange arrow points in the direction of steepest ascent. The ball moves opposite.

Learning rate: Controls step size. Too high overshoots; too low converges slowly.

Tip: Drag on the canvas to place the ball anywhere on the landscape.

What is Gradient Descent Simulator?

Gradient Descent Simulator is a free online tool for students and professionals — handy for everyday study and work tasks. It runs fully in your browser: fast, private and free forever, with no account needed.

How to use Gradient Descent Simulator?

Step 1: Use the live controls in the tool above — it runs on this page. Step 2: Add your data or settings as the screen prompts. Step 3: Run the tool, then copy or download the result. Everything happens locally in your browser, so large inputs stay private.

Frequently Asked Questions — Gradient Descent Simulator

Is Gradient Descent Simulator free to use?

Yes — Gradient Descent Simulator is a free online tool by DSWallah. No signup, no install, no limits for normal use. It runs entirely in your browser.

Do I need to install anything for Gradient Descent Simulator?

No. Gradient Descent Simulator works online in Chrome, Edge, Firefox or Safari on mobile and desktop. Your data never leaves your device.

Who should use Gradient Descent Simulator?

Gradient Descent Simulator is built for students and professionals — useful for everyday study and work tasks. DSWallah students use it daily in our Python Course and Data Science Course batches.

Learn the skill behind the tool: Python Course in Lucknow · Data Science Course

Related free tools: Daily Homework Generator · Decision Tree Visualizer · Docker Compose Generator · Dockerfile Generator

About Gradient Descent Simulator

Model galti se kaise seekhta hai — slope utarte dekho, live. DSWallah simulator learning rate ka khel samjhata hai bina formulas ke darr ke. Free.

How to use (3 steps)

  1. Starting point dekho.
  2. Learning rate set karo.
  3. Descent chalao — loss girte dekho.

FAQs

Learning rate zyada ho to?

Overshoot — loss uchhalta hai. Chhota rate = slow par safe.

Ye free hai?

Haan, fully free.

Interview me?

Haan — working samjhane ka live jawab milta hai.

Popular courses: Data Science Course in Lucknow · AI Course in Lucknow · Python Course in Lucknow · Power BI Course · Data Analytics Course