https://seongokryu.github.io/Seongok RyuPersonal blog by Seongok Ryu on AI, drug discovery, and investment. 2026-04-10T00:05:52+09:00 Seongok Ryu https://seongokryu.github.io/ Jekyll © 2026 Seongok Ryu /assets/img/favicons/favicon.ico /assets/img/favicons/favicon-96x96.png Bayesian DL & UQ Part 7: The Future of UQ — Uncertainty in the Age of Foundation Models2026-04-09T14:35:00+09:00 2026-04-09T14:35:00+09:00 https://seongokryu.github.io/posts/bayesian-dl-uq-part7-future-foundation-models/ Seongok Ryu Bayesian Deep Learning and Uncertainty Quantification — A Journey Toward Trustworthy AI This is Part 7 of an 8-part series. Part 0: Beyond Predictions — Why Uncertainty Matters Part 1: The Language of Bayesian Inference Part 2: The Art of Approximation — From Variational to Ensemble Part 3: The Anatomy of Uncertainty — Aleatoric vs. Epistemic Part 4: Calibration and Conformal Predi... Bayesian DL & UQ Part 6: UQ in Science — Molecules, Proteins, and Materials2026-04-09T14:30:00+09:00 2026-04-09T14:30:00+09:00 https://seongokryu.github.io/posts/bayesian-dl-uq-part6-uq-in-science/ Seongok Ryu Bayesian Deep Learning and Uncertainty Quantification — A Journey Toward Trustworthy AI This is Part 6 of an 8-part series. Part 0: Beyond Predictions — Why Uncertainty Matters Part 1: The Language of Bayesian Inference Part 2: The Art of Approximation — From Variational to Ensemble Part 3: The Anatomy of Uncertainty — Aleatoric vs. Epistemic Part 4: Calibration and Conformal Predi... Bayesian DL & UQ Part 5: Single-Pass UQ — Evidential Deep Learning and Distance-Aware Methods2026-04-09T14:25:00+09:00 2026-04-09T14:25:00+09:00 https://seongokryu.github.io/posts/bayesian-dl-uq-part5-single-pass-uq/ Seongok Ryu Bayesian Deep Learning and Uncertainty Quantification — A Journey Toward Trustworthy AI This is Part 5 of an 8-part series. Part 0: Beyond Predictions — Why Uncertainty Matters Part 1: The Language of Bayesian Inference Part 2: The Art of Approximation — From Variational to Ensemble Part 3: The Anatomy of Uncertainty — Aleatoric vs. Epistemic Part 4: Calibration and Conformal Predi... Bayesian DL & UQ Part 4: Calibration and Conformal Prediction2026-04-09T14:20:00+09:00 2026-04-09T14:20:00+09:00 https://seongokryu.github.io/posts/bayesian-dl-uq-part4-calibration-conformal/ Seongok Ryu Bayesian Deep Learning and Uncertainty Quantification — A Journey Toward Trustworthy AI This is Part 4 of an 8-part series. Part 0: Beyond Predictions — Why Uncertainty Matters Part 1: The Language of Bayesian Inference Part 2: The Art of Approximation — From Variational to Ensemble Part 3: The Anatomy of Uncertainty — Aleatoric vs. Epistemic Part 4: Calibration and Conformal Predi... Bayesian DL & UQ Part 3: The Anatomy of Uncertainty — Aleatoric vs. Epistemic2026-04-09T14:15:00+09:00 2026-04-09T14:15:00+09:00 https://seongokryu.github.io/posts/bayesian-dl-uq-part3-anatomy-of-uncertainty/ Seongok Ryu Bayesian Deep Learning and Uncertainty Quantification — A Journey Toward Trustworthy AI This is Part 3 of an 8-part series. Part 0: Beyond Predictions — Why Uncertainty Matters Part 1: The Language of Bayesian Inference Part 2: The Art of Approximation — From Variational to Ensemble Part 3: The Anatomy of Uncertainty — Aleatoric vs. Epistemic (this post) Part 4: Calibration and Con...