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Project Hafnia

Training-as-a-Service — Better Models Start with Better Data

Train and fine-tune computer vision models on ethically sourced, real-world video data — no infrastructure or compliance hurdles.

Better data means better models

Our Data Library contains compliant, anonymized, and licensed real-world video — traceable to its source. Models trained on this data deliver higher accuracy across diverse environments and scenarios.

Anonymized and protectedAnonymized and protected
Diverse and representativeDiverse and representative
Traceable and licensedTraceable and licensed
Curated and annotatedCurated and annotated
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Traditional Training vs. Hafnia Training‑aaS

Traditional = you do the data work. With Hafnia, those steps are handled—so you can focus on training and iteration.
Traditional workflow — you do this

📑 Licensing & legal

📹 Retrieval / recording

🛡️ Anonymization & compliance

🔎 Relevance filtering

🏷️ Annotation & QA

🛠️ Infrastructure

🧩 Metrics plumbing

🧠 Training & evaluation

Effort spent:

Hafnia workflow — we do this for you

✅ Licensing, traceability & governance

✅ Data access via library

✅ Anonymization & compliant processing

✅ Curated relevance

✅ High quality annotated datasets

✅ Orchestration & monitoring

✅ Performance dashboards

🎯 You focus on model training

Effort spent:

Training-aaS

How it works

Sign up and join the waitlist.

Write your training script (trainer package).

Select your data and GPU from Hafnia’s Data Library.

Start training — we handle the rest, securely and at scale.

Receive your improved model and review performance metrics.

Training-aas Landing page image
Training-aas landing page image

See the results of your training

Every completed training job includes rich metrics and reports so you can understand your model’s performance and iterate with confidence.
Train and track your own metrics
Accuracy
Precision/Recall
Loss
F1
...
Train and track your own metrics

Pick any metric (built-ins or custom scalars), compare runs side-by-side, export results, and iterate fast.

100% Compliant model
Licensed
Anonymized
Traceable
100% Compliant model

Your resulting model is trained only on compliantly sourced, anonymized, and licensed video with full lineage.

Data Governance & Compliance

Every dataset in Hafnia’s Data Library is anonymized, licensed, and traceable. Developers only see anonymized samples, while models train on the full dataset securely.
AnonymizedAnonymized

Sensitive information is removed before training begins.

TraceableTraceable

All data is fully auditable and linked to its source.

LicensedLicensed

Every dataset is properly licensed and ready for commercial use.

SecureSecure

Training occurs in controlled environments with strict access controls.

Watch the overview

A 90‑second walkthrough of Training-aaS.

Ready to build better vision models?

Get started image