PrettyPitch
A singing F0 model trained without scores — no note onsets, no note pitches, no reference score
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GITHUB · launched Sep 22, 2026 · 16 upvotes (top 48%) · 3 views
Niche: speech and voice ai models · 143 launches, 7 in the last 7 days ▼ -30% · Explore this niche →
Category and tags
- Media & entertainment
- Model & infra
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 143 launches in speech and voice ai models →
Could you build this?
No Developing a novel singing fundamental frequency (F0) machine learning model without reliance on score or note alignment requires advanced audio ML research and extensive specialized datasets.
What it would actually take: Needs a PyTorch/JAX deep learning pipeline utilizing neural acoustic architectures (such as diffusion or autoregressive transformers) trained on high-fidelity isolated vocal tracks. The core challenge is designing novel unsupervised or self-supervised loss functions to learn continuous, natural F0 pitch contours directly from raw audio without ground-truth musical notation.
Competitors
Other products that read as similar to this one : 1055 launches clear the similarity bar, closest 8 shown.
Attention rank: #520 of 1056 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 326 days after the earliest competitor.
- Miso Labs - emotive voice models · yc · 2026-06-03 · 20 upvotes · similarity 0.61
- An AI to match your voice to songs and artists you should sing · hn · 2025-11-03 · 46 upvotes · similarity 0.59
- genpark-voice-pitch-yin-autocorrelation-skill · github · 2026-09-28 · 7 upvotes · similarity 0.58
- KugelAudio: A multilingual voice AI model you can run in your own cluster. · yc · 2026-05-27 · 8 upvotes · similarity 0.57
- genpark-multimodal-audio-emotion-valence-detector-skill · github · 2026-09-15 · 7 upvotes · similarity 0.56
- 17MB model beats human experts at pronunciation scoring · hn · 2026-02-20 · 13 upvotes · similarity 0.56
- caramel · github · 2026-11-10 · 28 upvotes · similarity 0.55
- voice-workshop · github · 2026-11-08 · 36 upvotes · similarity 0.55
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