Ross ROSS = Recommend OSS · open-source software intelligence for agents

BilalReffas/EmojiIntelligence resource

Neural Network built in Apple Playground using Swift observed · 2026-08-28

github.com/BilalReffas/EmojiIntelligence · Swift · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3432
  • days_rel: n/a
  • days_push: 2934
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1427 stars · 83 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A neural network implemented entirely in Swift inside an Apple Playground that recognizes hand-drawn emojis from 8x8 pixel inputs. It serves as an educational demo showing how a simple fully-connected network with sigmoid activation can be built from scratch.

Use cases

  • learn how neural networks work from scratch in Swift
  • build a neural network in an Apple Playground
  • recognize hand-drawn emoji images with machine learning
  • teach machine learning concepts on iPad or macOS
  • see an example of a fully-connected network with sigmoid activation
  • find a fun beginner machine learning project in Swift

When to choose

  • you want to learn neural network fundamentals with readable Swift code
  • you are teaching or demoing ML concepts in Apple Playgrounds on macOS or iPad
  • you want a small, self-contained educational ML project with no dependencies

When to avoid

  • you need a production-ready or actively maintained ML framework
  • you want GPU acceleration, convolutions, or modern deep learning features
  • you need to train on large datasets or deploy models to production

Facets

learning-resource · maturity abandoned

machine-learning image-processing machine-learning artificial-intelligence education tutorials neural-network swift-playground emoji-recognition educational-demo from-scratch macos ios swift

1 source

Member repositories

RepositoryRoleHealth v2
BilalReffas/EmojiIntelligencemain32

For agents

markdown · JSON · MCP: product_card(name="BilalReffas/EmojiIntelligence")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem