gigwegbe/tinyml-papers-and-projects resource

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1031 stars · 167 forks observed · 2026-08-28

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

A curated awesome-list of papers, projects, articles, courses, and tools about TinyML (machine learning on microcontrollers and resource-constrained embedded devices). It organizes research from 2016 to 2025 alongside open-source projects and benchmarks.

Use cases

• find papers on tinyml and embedded machine learning
• learn about model compression and quantization for microcontrollers
• discover open-source tinyml projects with source code
• research wake word detection on embedded devices
• find courses and books for learning edge AI
• benchmark tiny machine learning models on constrained hardware

When to choose

• you are researching or learning TinyML and want a curated reading list
• you need references on pruning, quantization, or neural architecture search for edge devices
• you want a starting point of open-source embedded ML projects

When to avoid

• you need a runnable library or framework rather than a reference list
• you need up-to-the-minute papers not covered by the curated list
• you are working on server or cloud-scale machine learning

Facets

learning-resource · maturity active

machine-learning embedded computer-vision machine-learning embedded-systems awesome-lists tutorials embedded iot tinyml awesome-list model-compression quantization edge-ai wake-word neural-architecture-search

Member repositories

For agents

markdown · JSON · MCP: product_card(name="gigwegbe/tinyml-papers-and-projects")