Technical Notes — Nishant Aswani https://nishantaswani.com/ Technical notes on machine learning, mathematics, and dynamical systems. en-US quarto-1.10.18 Sun, 15 Feb 2026 00:00:00 GMT Dynamical Systems for Dummies Nishant Aswani https://nishantaswani.com/articles/dynamical_systems/ https://nishantaswani.com/articles/dynamical_systems/ Sun, 15 Feb 2026 00:00:00 GMT Koopman Autoencoders Learn Representation Dynamics Nishant Aswani Saif Eddin Jabari https://nishantaswani.com/papers/kae.html https://nishantaswani.com/papers/kae.html Tue, 23 Sep 2025 00:00:00 GMT Representing Neural Network Layers as Linear Operations via Koopman Operator Theory https://nishantaswani.com/papers/koopmanfornn.html https://nishantaswani.com/papers/koopmanfornn.html Tue, 23 Sep 2025 00:00:00 GMT Deriving the Diffusion Equation from a Random Walk Nishant Aswani https://nishantaswani.com/articles/randomwalk/randomwalk.html https://nishantaswani.com/articles/randomwalk/randomwalk.html Sun, 15 Sep 2024 00:00:00 GMT Examining Changes in Internal Representations of Continual Learning Models Through Tensor Decomposition https://nishantaswani.com/papers/cldecomp.html https://nishantaswani.com/papers/cldecomp.html Mon, 06 May 2024 00:00:00 GMT Discussing PCA and Linear Autoencoders Nishant Aswani https://nishantaswani.com/articles/autoencoders/ https://nishantaswani.com/articles/autoencoders/ Sun, 17 Dec 2023 00:00:00 GMT Exploring the Anatomy of Catastrophic Forgetting Nishant Aswani https://nishantaswani.com/articles/anatomy/ https://nishantaswani.com/articles/anatomy/ Fri, 12 May 2023 00:00:00 GMT Multi-Dimensional Scaling with Eigen-Decomposition Nishant Aswani https://nishantaswani.com/articles/mds/mds.html Wikipedia: ]]> https://nishantaswani.com/articles/mds/mds.html Mon, 06 Dec 2021 00:00:00 GMT Technical Glossary (Never Complete) Nishant Aswani https://nishantaswani.com/articles/gloss/ https://nishantaswani.com/articles/gloss/ Sun, 01 Aug 2021 00:00:00 GMT Chapter 1 Nishant Aswani https://nishantaswani.com/articles/dynamical_systems/hsd_one.html https://nishantaswani.com/articles/dynamical_systems/hsd_one.html Mon, 24 Aug 2026 13:18:50 GMT Chapter 2 Nishant Aswani https://nishantaswani.com/articles/dynamical_systems/hsd_two.html https://nishantaswani.com/articles/dynamical_systems/hsd_two.html Mon, 24 Aug 2026 13:18:50 GMT