Billy Toth @wtoth_ml
Studying Deep Learning Joined January 2026-
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Billy Toth retweeted
I annotated and reimplemented Norm-Agnostic Residual Networks (NAG), by Tomas Figliolia & @BerenMillidge at @ZyphraAI, and reproduced its core geometry: controlled norm growth, steadier rotation with depth, and fewer attention sinks. Blog: alexanderspeicher.com/blog/norm-agno…
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@JohnSmith23_4 @PentelEnergel Chapter 3 was definitely the toughest of the first 4. I did a lot of reviewing/quizzing with claude before tackling the questions but even then it took me a long time
@PentelEnergel Working on this right now but just finished chapter 5. Spending lots of time reviewing with Claude to fully understand everything
Billy Toth retweeted
I explored @diyerxx's Discrete Distribution Networks in @__tinygrad__, a generative approach using discrete nodes instead of diffusion noise. Blog + code: alexanderspeicher.com/blog/discrete-… Paper: arxiv.org/abs/2401.00036
Hi all, I'm new here but I'm starting the year off replicating ML papers on a 2-3 week cadence I started off with Alexnet since it represented large a shift in machine learning! github.com/wtoth/alexnet p.s. I am also working my way through Understanding Deep Learning #ml
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