## Zoubin [review of Probabilistic ML](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5361/Zoubin%2Bprobabilistic%2Bml.pdf) from cambridge

- [intro attached](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5360/Probabilistic%2Bml.pdf)

## the insight from Neil Toon (Graphcore) - GPUs cannot handle well probabilistic computing

- why?

- my paper about bayesian approach to scenarios and uncertainty

- stochastic switching of mram cells - relevant here?


## q2 2021 - [NVIDIA and ai chips race](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5362/Wired%2B-%2Bnvidia%2Bfor%2BAI%2B.pdf)

## ambient analog also!

[AMBIENT’S ANALOG CUTS AI POWER](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5358/Ambient_s%2BAnalog%2BCuts%2BAI%2BPower%2BRELEASE.pdf)
GPX-10 Boasts Custom SRAM Cells for Low-Power IoT

in what sense?

## [arm ethos - NPU](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5359/Arm_Ethos_N77_white_paper_final_v4%2B2.pdf)

- why ai chips matter - wired review

## [kisaco - edge and automotive](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5363/kisaco%2B2020-21%2BEdge%2Band%2BAutomotive.pdf)

## 2021 q2 [Cambrian AI Explosion](https://s3.amazonaws.com/knowen-production/big_attachments/bf2e7daa7f6cf8c5de5ac6333a8c0752/2021-Q2-Competitive-Landscape-V2.pdf)