Vipul Vaibhaw

@vaibhawvipul

Building Taper: Minimalist Deep Learning Framework from scratch

Submitted Sep 23, 2025

Taper is a minimalist deep learning framework written from scratch.

I would like to talk about the basic structure -

  • Dynamic Computational Graphs
  • Auto differentiation library
  • GEMM

Its performance, training Multi-layer perceptron in <2 seconds. The same network written in pytorch takes ~12 seconds to train. Both get same accuracy on MNIST dataset - 99%.

Comments

{{ gettext('Login to leave a comment') }}

{{ gettext('Post a comment…') }}
{{ gettext('New comment') }}
{{ formTitle }}

{{ errorMsg }}

{{ gettext('No comments posted yet') }}

Hosted by

Bengaluru Systems Meetup