Models on records
Gradient boosting on tables such as inspection and fleet data.
AI Development
LightGBM development services for models on tabular data
We have no published LightGBM build. Our Python 3.13 back ends hold the records such a model learns from, and we say plainly that none of them trains one.
0Published builds on LightGBM
4.7.0Latest release, 18 Jul 2026
4.6.0Released 15 February
1GitHub org move, Microsoft to lightgbm-org
What we build
What we would take on with LightGBM
Models behind an API
A FastAPI service in front of a trained model.
Evidence beside the score
A prediction that shows what drove it.
Upgrades
Moves onto 4.7.
Architecture
Where LightGBM would sit
A boosted model on the fleet data
Data
PostgreSQL and PostGISStops, legs, geofences
MQTT telematicsPosition and engine data
Model
LightGBM modelWhere it would sit
FastAPIPython 3.13
Use
Dispatch consoleSixteen live screens
Illustration. A dashed outline marks where the technology would sit. We have no published build on it.
Releases
Recent LightGBM releases
The latest LightGBM releases
25 July
LightGBM 4.5.0
A minor release.
15 February
LightGBM 4.6.0
The next minor release.
18 July 2026
LightGBM 4.7.0
Marked latest. The notes say the project moved GitHub orgs from Microsoft to lightgbm-org.
Source: LightGBM releases on GitHub, checked 6 November 2026. The list shows day and month, and the asset timestamps give 2026 for 4.7.0.
Builds
The closest builds we can show you
Logistics, fleet operations
TruckFleet Labs
Stops, legs and telematics in PostGIS and Redis, the data a boosted model would learn from.
112 to 97 kmOne route after route sequencing
AI product, in-house
Sales OS
A graded brief with six scored axes, where every score carries its evidence.
1 creditOpens all six tabs of an account brief
Fit check
When LightGBM is the right call
Pick LightGBM when
- Your data is a table with many rows
- Training speed matters
- You can explain the result to a user
Look elsewhere when
- You need a published LightGBM build to inspect, which we do not have
- The job is images or text, where deep learning fits
- You have too few labelled rows
Explore
Same job, other tools
Where we used it
Stack
What LightGBM usually sits beside
XGBoost
CatBoost
scikit-learnPython
Apache Airflow
DockerFAQs
What buyers ask first
Which LightGBM version is current?
LightGBM 4.7.0, marked latest on GitHub and released on 18 July 2026. Version 4.6.0 came out on 15 February.
Do you have a published LightGBM build?
No. We say so on the first call and show the nearest work, which is Python data builds with PostGIS and a sync queue.
Has the LightGBM repository moved?
Yes. The 4.7.0 release notes say the project changed GitHub orgs from Microsoft to lightgbm-org.
Who owns the code and the cloud accounts?
You do, from the first commit. Repositories and cloud accounts stay in your name.
Tell us what your table has to predict
Thirty minutes on your data, your labels and your LightGBM version. No sales pitch.