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Mat Kelcey

@matpalm.com

data nerd wannabe https://matpalm.com/

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12.08.2023
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Latest posts by Mat Kelcey @matpalm.com

brain of mat kelcey...

cool ideas! i've been slowing teaching myself FPGA programming so i can run neural nets at audio rates ( e.g. matpalm.com/blog/wavenet... ). i am iirationally chasing nano second inference times!

17.06.2025 05:33 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

code is all there if you want to mess around; pretty old though so definitely won't run as is...

07.05.2025 00:02 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Introducing the Developer Plan: More Power, More Freedom β€” for Free With our new Developer pricing plan you’ll now get the best of our community and professional plans. That means GPU training, longer runtimes, more projects, and production-ready licensing, all at zer...

At Imagine Innovators, we just announced our Developer Plan, offering expanded access to Edge Impulse’s powerful tools, completely free!

Get GPU training, longer runtimes, more projects, and production-ready licensing, all at zero cost.

Details: www.edgeimpulse.com/blog/introdu...

06.05.2025 17:47 πŸ‘ 4 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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have moved mixing out of the rack to the model1. such a great performance focussed mixer! #improv #techno

04.05.2025 22:34 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Recommended FPGA Sites This page collects some of my favourite FPGA resources from across the Internet. FPGA Learning Resources Black Mesa Labs FPGA Tutorial Bruno Levy’s Learn FPGA fpga4fun.com fpgacpu.ca Nandland Project ...

It's about time I updated my recommended #FPGA links. Send me a suggestion this #FPGAFriday. 😊 projectf.io/recommended-...

21.03.2025 09:58 πŸ‘ 10 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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i wish this was always an option...

16.03.2025 00:13 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

still "finding" ( i.e. stepping on ) screws from the great M3 drawer spill of Sept '24

28.02.2025 21:32 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I'll take "n^2 - n cursed images" for $1000, Alec

13.02.2025 06:21 πŸ‘ 6 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0

_finally_ genAI doing something useful. about time.

13.02.2025 08:55 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
History of Diffusion - Jascha Sohl-Dickstein
History of Diffusion - Jascha Sohl-Dickstein YouTube video by Bain Capital Ventures

Great interview with @jascha.sohldickstein.com about diffusion models! This is the first in a series: similar interviews with Yang Song and yours truly will follow soon.

(One of these is not like the others -- both of them basically invented the field, and I occasionally write a blog post πŸ₯²)

10.02.2025 22:30 πŸ‘ 43 πŸ” 11 πŸ’¬ 0 πŸ“Œ 0
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Making LLMs run efficiently can feel scary, but scaling isn’t magic, it’s math! We wanted to demystify the β€œsystems view” of LLMs and wrote a little textbook called β€œHow To Scale Your Model” which we’re releasing today. 1/n

04.02.2025 18:54 πŸ‘ 94 πŸ” 28 πŸ’¬ 3 πŸ“Œ 8
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"In what part of the world do you currently live?" lol

02.02.2025 23:21 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

it's a super clever reparameterisation. though the tensors might need to be bigger, i feel it'll be paid for by the simpler streaming implementation on an FPGA. hacking / time will tell!

02.02.2025 22:15 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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keep coming back to "Scalable MatMul-free Language Modeling" arxiv.org/abs/2406.02528

full of fun ideas! am slowly mapping my FPGA audio rate cached casual dilated convolutions network to operate using their mat mul free GLU version of self attention.

slowly getting there!

02.02.2025 22:13 πŸ‘ 3 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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28.01.2025 05:57 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

same with jerky!! got some the other day that expired a few weeks after opening ???? wasn't that the entire purpose of jerky?!?!

28.01.2025 03:30 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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DeepSeek-V3 Technical Report We present DeepSeek-V3, a strong Mixture-of-Experts (MoE) language model with 671B total parameters with 37B activated for each token. To achieve efficient inference and cost-effective training, DeepS...

ooffff! the "DeepSeek-V3 Technical Report" is info dense!
arxiv.org/abs/2412.19437

27.01.2025 22:11 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
DOOM: E1M1 (At Doom's Gate) - Metal Cover || RichaadEB & ToxicxEternity
DOOM: E1M1 (At Doom's Gate) - Metal Cover || RichaadEB & ToxicxEternity YouTube video by RichaadEB

still my fav "at doom's gate" cover!
( i'm probably 1K of those 2M views )

www.youtube.com/watch?v=TZG1...

26.01.2025 21:53 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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AI for Robotics: Toward Embodied and General Intelligence in the Physical World AI for Robotics: Toward Embodied and General Intelligence in the Physical World [Imran, Alishba, Gopalakrishnan, Keerthana] on Amazon.com. *FREE* shipping on qualifying offers. AI for Robotics: Toward Embodied and General Intelligence in the Physical World

this looks like it's going to be a good read!

www.amazon.com/AI-Robotics-...

24.01.2025 23:08 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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went camping in an area with lots of eucalyptus and was surrounded by koalas! so cute!

21.01.2025 10:24 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

that _was_ a weird one...

20.01.2025 06:14 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

nice one! super excited to see what comes out of this lab!

15.01.2025 20:52 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

no problem at all! will post blog when i'm done

14.01.2025 19:54 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
brain of mat kelcey...

( the next generation of this matpalm.com/blog/wavenet... intending to run on matpalm.com/blog/wavenet... )

14.01.2025 10:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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first logic gate waveshaper results tonight! this is network represented purely by combinational logic ( see arxiv.org/abs/2210.08277 ) i.e. just look up tables; no mults or adds. trained in jax ( 3 nested levels of vmap! ) & inference in amaranth. inference speed should be ~10s nanoseconds.

14.01.2025 10:55 πŸ‘ 7 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

my largest category of splurge spend for last month was "bandcamp" :D #winning

08.01.2025 03:58 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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and here i am trying to debug why param_set((2,3,16), seed=1) vs param_set((2,3,16), seed=2) isn't working... ::/

05.01.2025 23:10 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

welcome @jeffdean.bsky.social !

05.01.2025 22:26 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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GitHub - matpalm/cached_dilated_causal_convolutions: 1D dilated causal convolutions with extreme caching for 5Β΅s inference on an FPGA 1D dilated causal convolutions with extreme caching for 5Β΅s inference on an FPGA - matpalm/cached_dilated_causal_convolutions

i'm porting github.com/matpalm/cach... to use github.com/Felix-Peters... so will post progress along the way!

05.01.2025 21:47 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0