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[09x09] Bayesian Deep Learning through Laplace's Approximation using LaplaceRedux.jl and Flux.jl

[09x09] Bayesian Deep Learning through Laplace's Approximation using LaplaceRedux.jl and Flux.jl

Scalable Bayesian Deep Learning with Modern Laplace Approximations

Scalable Bayesian Deep Learning with Modern Laplace Approximations

NeurIPS 2021: Laplace Redux -- Effortless Bayesian Deep Learning

NeurIPS 2021: Laplace Redux -- Effortless Bayesian Deep Learning

6 4 Laplace Approximation | Machine Learning

6 4 Laplace Approximation | Machine Learning

[09x11] Real-time, Streaming Bayesian Analysis using RxInfer.jl

[09x11] Real-time, Streaming Bayesian Analysis using RxInfer.jl

[09x10] Intro to RxInfer.jl | Automatic Bayesian Inference on Factor Graph with Message Passing

[09x10] Intro to RxInfer.jl | Automatic Bayesian Inference on Factor Graph with Message Passing

Jose Miguel Hernandez Lobato- Linearized Laplace Approximation in Bayesian Neural networks- Part 1

Jose Miguel Hernandez Lobato- Linearized Laplace Approximation in Bayesian Neural networks- Part 1

[09x08] Intro to Bayesian Differential Equations using OrdinaryDiffEq.jl and Turing.jl

[09x08] Intro to Bayesian Differential Equations using OrdinaryDiffEq.jl and Turing.jl

Laplace Approximation Based Epistemic Uncertainty Estimation in 3D Object Detection, CoRL2022

Laplace Approximation Based Epistemic Uncertainty Estimation in 3D Object Detection, CoRL2022

UAI 2021: Learnable Uncertainty under Laplace Approximations

UAI 2021: Learnable Uncertainty under Laplace Approximations

BDA 2019 Lecture 11.1 Normal approximation, Laplace approximation.

BDA 2019 Lecture 11.1 Normal approximation, Laplace approximation.

Towards self-certified learning: Probabilistic neural networks trained by PAC-Bayes with Backprop

Towards self-certified learning: Probabilistic neural networks trained by PAC-Bayes with Backprop