[HN Gopher] Build a Deep Learning Library
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Build a Deep Learning Library
Author : butanyways
Score : 88 points
Date : 2026-01-01 14:53 UTC (8 hours ago)
(HTM) web link (zekcrates.quarto.pub)
(TXT) w3m dump (zekcrates.quarto.pub)
| amitav1 wrote:
| This is cool! This summer I made something similar but in C++.
| The goal was to build an entire LLM, but I only got to neural
| networks. GitHub repo here: https://github.com/amitav-
| krishna/llm-from-scratch. I have a few blogs on this project on
| my website (https://amitav.net/building-lists.html,
| https://amitav.net/building-vectors.html,
| https://amitav.net/building-matrices.html (incomplete)). I hope
| to finish that series eventually, but some other projects have
| stolen the spotlight! It probably would have made more sense to
| write it in Python because I had no C++ experience.
| yunnpp wrote:
| It's alright, but a C version would be even better to fully grasp
| the implementation details of tensors etc. Shelling out to numpy
| isn't particularly exciting.
| butanyways wrote:
| I agree! What NumPy is doing is actually quite beautiful. I was
| thinking of writing a custom c++ backend for this thing. Lets
| see what happens this year.
| p1esk wrote:
| If someone is interested in low level tensor implementation
| details they could benefit from a course/book "let's build
| numpy in C". No need to complicate DL library design
| discussion with that stuff.
| butanyways wrote:
| Yes!!
| csantini wrote:
| Did something similar a while back [1], best way to learn neural
| nets and backprop. Just using Numpy also makes sure you get the
| math right without having to deal with higher level frameworks or
| c++ libraries.
|
| [1] https://github.com/santinic/claudioflow
| butanyways wrote:
| Its nice! Yeah a lot of the heavy lifting is done by Numpy.
| silentsea90 wrote:
| Isn't this what Karpathy does as well in the Zero to Hero lecture
| series on YT? I am sure this is great as well!
| butanyways wrote:
| If you are asking about the "micrograd" video then yes a little
| bit. "micrograd" is for scalars and we use tensors in the book.
| If you are reading the book I would recommend to first complete
| the series or atleast the "micrograd" video.
| grandimam wrote:
| This is good. Its well positioned for software engineers to
| understand DL stuff beyond the frameworks.
| butanyways wrote:
| thanks!!
| opan wrote:
| Perhaps obvious to some, but this does not seem to be about
| learning in the traditional sense, nor a library in the book
| sense, unfortunately.
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