[Building your custom MCMC sampling algorithm.](https://deepinv.org/auto_examples/sampling/demo_custom_kernel.html.md)
Building your custom MCMC sampling algorithm.
[Building your diffusion posterior sampling method using SDEs](https://deepinv.org/auto_examples/sampling/demo_diffusion_sde.html.md)
Building your diffusion posterior sampling method using SDEs
[DPS – Posterior Sampling with Diffusion Models](https://deepinv.org/auto_examples/sampling/demo_dps.html.md)
DPS -- Posterior Sampling with Diffusion Models
[Flow-Matching for posterior sampling and unconditional generation](https://deepinv.org/auto_examples/sampling/demo_flow_matching.html.md)
Flow-Matching for posterior sampling and unconditional generation
[Image reconstruction with a diffusion model](https://deepinv.org/auto_examples/sampling/demo_ddrm.html.md)
Image reconstruction with a diffusion model
[Implementing DiffPIR](https://deepinv.org/auto_examples/sampling/demo_diffpir.html.md)
Implementing DiffPIR
[Noisy data-fidelity terms for diffusion posterior sampling](https://deepinv.org/auto_examples/sampling/demo_noisy_data_fidelity.html.md)
Noisy data-fidelity terms for diffusion posterior sampling
[Uncertainty quantification with PnP-ULA.](https://deepinv.org/auto_examples/sampling/demo_sampling.html.md)
Uncertainty quantification with PnP-ULA.
[Using state-of-the-art diffusion models from HuggingFace Diffusers with DeepInverse](https://deepinv.org/auto_examples/sampling/demo_diffusers.html.md)
Using state-of-the-art diffusion models from HuggingFace Diffusers with DeepInverse