/plushcap/analysis/voxel51/exploring-gradcam-and-more-with-fiftyone

Exploring GradCam and More with FiftyOne

What's this blog post about?

Model Explainability is a crucial field in machine learning as it helps understand how models work and identify hidden biases or misclassifications. Class Activation Mapping (CAM) methods, such as GradCam, are algorithms that produce heatmaps on images to show where the model focuses for specific classes. These methods can be used with FiftyOne to gain a better understanding of models' predictions and spot potential biases. By leveraging CAM methods, we can improve our models' performance and ensure they focus on relevant features rather than environmental factors.

Company
Voxel51

Date published
Feb. 13, 2024

Author(s)
Dan Gural

Word count
2483

Hacker News points
None found.

Language
English


By Matt Makai. 2021-2024.