SketchMath is an AI-powered educational game that helps players learn to draw and understand mathematical functions. It uses neural networks to evaluate drawings and provide real-time feedback, making math learning interactive and fun!
- Interactivity: Draw the function and get instant feedback right in the game. The application accepts both touch and mouse events.
- Game Modes: Eternal, Arcade, and Mentor modes for different learning experiences.
- Educational Resources: Links to study materials to enhance understanding.
- Responsive Design: Works smoothly on both desktop and mobile.
- Frontend: HTML, CSS, JavaScript
- Backend: Python with Flask
- AI Model: MobileNet with TensorFlow
- Data Handling and Generation: Python libraries like Numpy, Matplotlib
The effectiveness of SketchMath's AI model relies on a dataset containing:
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Generated and Augmented Data: Using Matplotlib, the images of mathematical functions were automatically generated. These images are then augmented through various transformations such as scaling and translating to mimic real-world variations and inaccuracies. Gaussian Filter was used to simulate hand-drawn appearance.
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Hand-Drawn Data: Hand-drawn drawing images were collected with the help of the game's drawing interface to enhance the model's accuracy.
