Interactive Training: Feedback-Driven Neural Network Optimization

Why Interactive Training?

Play the Optimization Game!

Control the learning rate in real-time to collect targets in the loss landscape valleys. Experience how dynamic control beats fixed optimization!

Level 1: Valley Collection Challenge

Collect targets in the valleys by controlling your learning rate!

Your Score
0

Select Level

Interactive Training Controls

💡 Tips:
  • • Increase near valleys to descend quickly
  • • Decrease on steep slopes to avoid overshooting
  • • Fine-tune when approaching targets

Environment Settings

🎲 Simulates SGD noise - can help escape local minima!

Game Stats

Time Elapsed0.0s
Targets Remaining0/0
Total Points Available0

How to Play

  • ★Collect yellow star targets in the valleys
  • •Adjust your learning rate in real-time
  • •Higher learning rate = faster movement
  • •Lower learning rate = more precision
  • •Complete levels quickly for the best score!