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Learning goal
Turn the hand-written chain rule into a tiny scalar autograd engine so learners can see the core idea behind PyTorch
.backward().
What to build
Create a notebook that implements a small ...
AFK
course
learning
notebook
resources
majorgilles
Learning goal
Make the chain rule concrete by walking through a small expression forward, then sending “how much the final output
cares” backward through each operation.
What to build
Create a notebook ...
AFK
course
learning
notebook
resources
Learning goal
Build intuition for derivatives as “if I nudge this input, how much does the output change?” before introducing formal
backpropagation.
What to build
Create a notebook that uses plain ...
AFK
course
learning
notebook
resources
While a dev server restarts, the dev preview panel renders an animated skeleton placeholder with several ghost lines.
The skeleton bones look out of place for what s really just a transient restarting ...
enhancement
ui
gregpriday
Learning goal
Orient the learner: this is a notebook-first, pure-Python journey from tiny derivatives to a real bike-rental MLP,
designed to demystify PyTorch .backward().
What to build
Create the first ...
AFK
course
documentation
learning
notebook
resources
Hey, I m trying to get this running on my local environment but ran into a snag.
Reproduction Steps:
1. Installed via npm install binance-api-node.
2. Tried to instantiate the client while running ...
PieceSamurai51
Learning goal
Prove that the hand-written gradients are correct and that the final model learns something useful, rather than asking
learners to trust the code.
What to build
Add a lightweight validation/test ...
AFK
foundation
learning
resources
validation
Start note
- Date: 2026-06-04 22:10 UTC
- Lane: Lane 04 -- Differential-test root and harness scaffolding
- Goal: add a bounded standalone build root zigux/tests/phase3_notifier_ida_range_build.zig ...
adybag14-cyber
Learning goal
Keep the notebooks readable without hiding the neural-network math. Shared code should remove boring repetition, not
hide derivatives or backpropagation.
What to build
Add a small src/ ...
AFK
course
foundation
learning
Learning goal
Give the course a real, meaningful regression dataset that is small enough to inspect and simple enough for hand-written
backpropagation.
What to build
Create a fixed curated CSV from ...
AFK
data
foundation
learning
resources
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Learn how you can use GitHub Issues to plan and track your work.
Save views for sprints, backlogs, teams, or releases. Rank, sort, and filter issues to suit the occasion. The possibilities are endless.Learn more about GitHub IssuesProTip! Restrict your search to the title by using the in:title qualifier.