Theoretical Foundations

Machine Learning, Audio and Speech

Flow Matching

Mathematical formulation and theory of Flow Matching.

11 min read · February 21, 2026

2026 · Flow Matching · Deep Learning Generative Models
What are Diffusion Models?

Mathematical formulation and theory of DDPMs.

11 min read · December 26, 2025

2025 · Diffusion Models · Deep Learning Generative Models
Variational AutoEncoders

Mathematical formulation and theory of VAEs.

12 min read · December 18, 2025

2025 · VAEs · Deep Learning Generative Models
Understanding GANs

Mathematical formulation and theory of GANs.

17 min read · December 12, 2025

2025 · GANs · Deep Learning Generative Models