From input to business output
The single maintained home for complete Valen application tutorials: runnable code, sample inputs, real-model outputs and uncertainty handling, organized by task. The original notebook cases are reused rather than multiplied into duplicate tutorials.
6 tutorials
Domain LoRA fine-tuning
Prepare independent splits, fine-tune complete 0.8B, resume and compare on one held-out test.
API basics
Run the three original notebook examples through an HTTP service.
Local inference basics
Use both protocols with an offline native or ONNX model, including direct video.
Route support tickets
Turn intent probabilities and explicitness scores into a queue and review priority.
Screen product images
Check photographic print listings against the animals pictured and rank matches.
Tag short videos
Sample one bounded frame and produce a reviewable sauce-color tag.
Reproduce and navigate
API documentation owns protocols, fields, errors and minimal calls. Deployment documentation owns installation and backend configuration. Cookbook owns complete applications.
Validation, performance and versions · Migration map · Download scripts and sample data
Pages import the tested source files directly from the website repository. The download bundle is generated from those same files at build time. Scripts never implicitly download models. Media is read only when you explicitly run the commands; no video autoplays.