One small, honest ML system per day, built end to end on Hopsworks.
Estimate an asteroid's size (hence impact threat) from its Gaia DR3 reflectance spectrum, beating the blind constant-albedo guess (size error x1.34 -> x1.13). An FTI ML system on Hopsworks.
Every aircraft over Europe, live: trajectory prediction that must beat physics, GPS-jamming detection, learned airspace normalcy. Real-time FTI on Hopsworks.
Predict GitHub repo abandonment from its README alone. 3600 labelled repos, FTI pipelines on Hopsworks. Turns out hype doesn't predict it, README thinness does.
Hear a solar flare black out the shortwave bands before the bulletin: HF propagation collapse detected from the WSPR firehose, GOES flares as labels. Real-time FTI on Hopsworks.
Who is hiding on the ocean: vessels scored live by how much their behaviour resembles the sanctioned shadow fleet, plus the network they meet in the dark. Real-time FTI on Hopsworks.
Predict bioactivity of never-tested natural products from molecular structure. LOTUS + ChEMBL, multi-task QSAR with calibrated applicability domain, AMR-led. FTI on Hopsworks.
Photo in, country out. Frozen CLIP + a head trained on OSV5M that must beat zero-shot. Full FTI ML system on Hopsworks: the feature store holds vectors, never images. #004 of awesome-ml-systems
Does academic prose read like an LLM wrote it, from style alone? Stylometric tell auditor over arXiv, ROC-AUC 0.866. FTI on Hopsworks.
Flag phishing domains at TLS-issuance time, straight off the Certificate Transparency firehose, before the site serves a byte. Hostname classifier over 15k balanced hosts (holdout ROC-AUC 0.78, 0.88 precision at the blind baseline's recall). A self-retraining FTI ML system on Hopsworks.
Ground-level air quality where no sensor reaches: satellite, stations and weather fused in the feature store
Does the AI answer quote your page, or just rank it? A GEO citation ranker over search results, with a live page-scoring coach. Built on Hopsworks.
Which UK companies' ownership disclosure is shaped like known concealment, from the disclosure alone. ICIJ + Companies House, PR-AUC 6.1x over base rate. FTI on Hopsworks.
The machine calls your click before you make it. Online per-user preference learning as a game, on Hopsworks.
Dunkelflaute, forecast: which hours will a European power price spike, from the fundamentals that cause it. FTI on Hopsworks, keyless end to end.
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