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Dictionary Learning
lec14 18409 - Sparse Coding (Dictionary Learning)
Deep Learning of Dynamics and Coordinates with SINDy Autoencoders
Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models
A Window Into LLMs | Sparse Autoencoders Explained
Sparse Identification of Nonlinear Dynamics (SINDy)
Learning-rate schedules: warmup, decay, cosine | Deep Learning, Lecture 9B
Sparse Nonlinear Dynamics Models with SINDy, Part 4: The Library of Candidate Nonlinearities
Dan Schult - Sparse arrays in scipy.sparse | SciPy 2024
Sparse Nonlinear Dynamics Models with SINDy, Part 3: Effective Coordinates for Parsimonious Models
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Last Updated: September 28, 2026
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Summary
How do we interpret the embedding spaces of neural networks? This lecture explores techniques for making the algorithms learn ... This video by Kathleen Champion describes a new approach for simultaneously discovering models and an effective coordinate ... This video discusses data requirements for the This has been my favorite video so far to make! I think interpretability is so important both in terms of ensuring safe AI and also ... In this video we'll see an online variant of the This video illustrates a new algorithm for the The running example is one seeded run of noisy SGD on the bowl L = x^2/2 + 3y^2, with the same 36 noise draws for every ...
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