# Data labeling pipeline Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/data-labeling-pipeline
> Markdown URL: https://aitinkerers.org/technologies/data-labeling-pipeline.md
> Technology record last updated: 2026-07-28T17:56:04Z
> Generated: 2026-09-21T05:37:58Z

Automate and streamline the annotation of raw data for machine learning model training.

A data labeling pipeline is a structured workflow for efficiently and accurately annotating large datasets. It integrates various tools and processes (e.g., human annotators, active learning, programmatic labeling) to transform raw data (images, text, audio) into labeled examples for supervised machine learning. This pipeline ensures data quality, reduces manual effort, and accelerates model development cycles, directly impacting the performance of AI applications like computer vision and natural language processing.

- Official technology site: https://www.ibm.com/cloud/architecture/architectures/data-labeling-pipeline
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Training SOTA Vietnamese voice AI without selling your house for data labelling](https://da-nang.aitinkerers.org/talks/rsvp_tQDlAw1gzxk)

Building state-of-the-art speech models for a low-resource language usually means an eye-watering data labelling bill. This demo walks through how we trained competitive Vietnamese STT and TTS without one - the data pipeline, what worked, and what didn't. Live models, real audio, real numbers. The approach generalises to any under-resourced language.

- Event context: AI Tinkerers Da Nang: Inaugural Meetup — 2026-08-15 — Da Nang
- Public talk page: https://da-nang.aitinkerers.org/talks/rsvp_tQDlAw1gzxk

## Related Technologies

- [Speech models](https://aitinkerers.org/technologies/speech-models) ([Markdown](https://aitinkerers.org/technologies/speech-models.md)) — 1 public demo
- [Speech-to-Text (STT)](https://aitinkerers.org/technologies/speech-to-text-stt) ([Markdown](https://aitinkerers.org/technologies/speech-to-text-stt.md)) — 1 public demo
- [Text-to-Speech (TTS)](https://aitinkerers.org/technologies/text-to-speech-tts) ([Markdown](https://aitinkerers.org/technologies/text-to-speech-tts.md)) — 1 public demo
- [Vietnamese voice AI](https://aitinkerers.org/technologies/vietnamese-voice-ai) ([Markdown](https://aitinkerers.org/technologies/vietnamese-voice-ai.md)) — 1 public demo