Here are essential strategies for effective data augmentation:
🔍 Use Random Transformations
Apply random flips, rotations, and scaling to increase dataset diversity.🛠️ Apply Color Variations
Adjust brightness, contrast, and saturation to simulate real-world conditions.🎨 Synthetic Data Generation
Create artificial data using tools like GANs or simulated environments.📊 Combine with Domain Knowledge
Use expert insights to prioritize meaningful augmentations.
For deeper exploration, check our guide on Data Augmentation Tools. 🌐