Tag: shape
-
The Shape‑First Tune‑Up Provides Organizations with a Means to Reduce MongoDB Expenses by 79%
The Shape‑First Tune‑Up Provides Organizations with a Means to Reduce MongoDB Expenses by 79% TL;DR A fast‑growing SaaS woke up to a silent auto‑scale from M20 → M60, adding 20 % to their cloud bill overnight. In a frantic 48‑hour sprint we: flattened N + 1 waterfalls with $lookup , tamed unbounded cursors with projection,…
-
Analog Bayesian neural networks are insensitive to the shape of the weight distribution
Analog Bayesian neural networks are insensitive to the shape of the weight distribution arXiv:2501.05564v1 Announce Type: cross Abstract: Recent work has demonstrated that Bayesian neural networks (BNN’s) trained with mean field variational inference (MFVI) can be implemented in analog hardware, promising orders of magnitude energy savings compared to the standard digital implementations. However, while Gaussians…