tjgokken

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Enterprise AI/ML | Quantum Computing | Software Engineering | tjgokken.com | 🏊‍♂️ Swammer 🤘 metalhead

Flowchart to help choose the right loss function for machine learning. Starts by asking if the problem is regression or classification. Regression options include MBE (for bias), MAE (equal error weight), and MSE/RMSE (penalize large errors). Classification branches into BCE (binary), CE (multi-class), and Focal Loss (imbalanced). Further considerations like relative scale (MAPE), outliers (Huber), count data (Poisson), decision boundaries (Hinge), segmentation (Dice/IoU), and similarity (Triplet) are also included. Ends with a reminder to consider combining loss functions.
Initial Release date of Civ 7 game, 11 February 2025