Scribble Animals

Inspiration

Skribbl.io, Quickdraw API and the recent rise of AI led us to want to make a AI vs Humans game.

What it does

Players have to draw an animal that the AI can recognise but humans cannot.

How we built it

We built it with FastAPI backend and a React frontend. We used Tensorflow to train our model.

Challenges we ran into

It was challenging working with web sockets and it was difficult to fine-tune the model. We had limited resources to train the model, like Google Colab pro.

Accomplishments that we're proud of

Learning web sockets and AI model training in under 24 hours

What we learned

We learned about web sockets and 24 hours is too limited a time period to build

What's next for Scribble Animals

Beat skribbl.io, have different models for different difficulties, it can detect everyone's strokes

Built With

• fastapi
• javascript
• python
• react
• tensorflow