🌍 Community Leaderboard

🌍 Community Leaderboard#

Planned Community Feature

Help learners track progress and connect with others building ML systems from scratch

What This Will Be#

The TinyTorch Community Leaderboard is a planned feature to help learners track their progress and connect with others building ML systems from scratch.

The Vision#

We want to create an inclusive space where:

  • Everyone can track their learning journey (from 10% to 90% accuracy)

  • Students can find study partners at similar skill levels

  • Progress is celebrated at all stages, not just the top scores

  • The community helps each other debug and improve

How It Will Work#

Simple Progress Tracking:

# Future CLI commands (not yet implemented)
tito leaderboard join        # Register for the community
tito leaderboard submit      # Submit your model's accuracy
tito leaderboard view        # See community progress

What We’ll Track:

  • Your best accuracy on standard benchmarks (CIFAR-10, etc.)

  • Which modules you’ve completed

  • Your learning streak (days active)

  • Helpful contributions to others

Community Levels#

We envision organizing learners into supportive groups:

  • 🚀 Starting (<20% accuracy) - Just beginning the journey

  • 🌱 Learning (20-40%) - Building foundations

  • 📈 Progressing (40-60%) - Gaining momentum

  • ⭐ Advanced (60-80%) - Mastering concepts

  • 🏆 Elite (80%+) - Systems experts

Special Events#

Monthly Olympics (planned):

  • Efficiency challenges (highest accuracy with memory limits)

  • Speed runs (fastest to reach milestones)

  • Creative implementations (most innovative approaches)

Join the Discussion#

Want to help shape this feature? We’d love your input:

  • What would motivate you to participate?

  • What metrics matter most to you?

  • How can we make this inclusive for all skill levels?

Share your thoughts: GitHub Discussions

Current Status#

🚧 Under Development

The leaderboard system is planned but not yet implemented. For now:

  1. Track your own progress using the checkpoint system:

    tito checkpoint status

  2. Share your achievements in our community:

    • Post your progress in GitHub Discussions

    • Share your accuracy milestones

    • Ask for help when stuck

  3. Connect with others:

    • Find study partners in Discussions

    • Share debugging tips

    • Celebrate breakthroughs together

📊 Want to Help Build This?

We're looking for contributors to help implement the leaderboard system

Contribute on GitHub →
Contents