Deploying machine learning models requires monitoring, automation, and reproducibility.
Responsible AI development requires transparency, fairness, and accountability.
Modern convolutional networks achieve state-of-the-art results in object detection and segmentation.
Winning competitions involves feature engineering, cross-validation, and ensemble methods.