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tjgokken
@tjgokken.com
27 followers 53 following 83 posts
Enterprise AI/ML | Quantum Computing | Software Engineering | tjgokken.com | 🏊‍♂️ Swammer 🤘 metalhead
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tjgokken.com
I don't think the .svg image came out clearly. Let's try this again with a .png file:
April 15, 2025 at 2:23 AM
tjgokken.com
Don't get lost trying to use the right loss function.

Here is a simple flowchart to help you pick the best one for your needs.

Pin it. Bookmark it. Tattoo it on your wall.

#MachineLearning #AI #DataScience
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.
April 15, 2025 at 2:16 AM
tjgokken.com
I need to finish everything by the 11th of February, 2025.
Initial Release date of Civ 7 game, 11 February 2025
February 6, 2025 at 4:08 AM
tjgokken.com
Fixing a bug in production.
December 28, 2024 at 2:39 AM
tjgokken.com
Can't beat this one.
November 15, 2024 at 10:46 PM