PinnedGrad-CAM for Explaining Computer Vision ModelsUnderstanding the math, intuition and Python code for Gradient-weighted Class Activation Mapping (Grad-CAM)Jan 31Jan 31
PinnedPublished inTDS ArchiveIntroduction to SHAP with PythonHow to create and interpret SHAP plots: waterfall, force, mean SHAP, beeswarm and dependenceDec 19, 2021A response icon11Dec 19, 2021A response icon11
PinnedPublished inTDS Archive7 Lessons from an ML Internship at IntelAutomation, machine learning and LLMs in the chip industryFeb 12, 2024A response icon8Feb 12, 2024A response icon8
PinnedPublished inTDS ArchiveWhat is Explainable AI (XAI)?An introduction to XAI— the field aimed at making machine learning models understandable to humansSep 19, 2022A response icon1Sep 19, 2022A response icon1
PinnedPublished inTDS ArchiveAnalysing Fairness in Machine LearningDoing an exploratory fairness analysis and measuring fairness using equal opportunity, equalized odds and disparate impactApr 29, 2022A response icon1Apr 29, 2022A response icon1
Published inTDS ArchiveThe Accuracy vs Interpretability Trade-off Is a LieWhy, if we look at the bigger picture, black-box models are not more accurateOct 16, 2024A response icon4Oct 16, 2024A response icon4
Published inTDS ArchiveEvaluating Edge Detection? Don’t Use RMSE, PSNR or SSIMEmpirical and theoretical evidence for why Figure of Merit (FOM) is the best edge-detection evaluation metricOct 8, 2024A response icon1Oct 8, 2024A response icon1
Published inTDS ArchiveExplaining Anomalies with Isolation Forest and SHAPIsolation Forest is an unsupervised, tree-based anomaly detection method. See how both KernelSHAP and TreeSHAP can be used to explain its…Sep 30, 2024A response icon6Sep 30, 2024A response icon6
Published inTDS ArchiveDo We Really Need Deep Learning for Coastal Monitoring?An in-depth exploration of how machine learning stacks up against traditional coastal erosion monitoring methodsSep 10, 2024A response icon3Sep 10, 2024A response icon3
Published inTDS ArchiveA Deep Dive on LIME for Local InterpretationsThe intuition, theory, and code for Local Interpretable Model-agnostic Explanations (LIME)Jun 26, 2024Jun 26, 2024
