Welcome to THE data analysis bureau
We use data science, Machine Learning & AI to deliver
business insights
Build and Scale AI faster, better & cheaper
T-DAB is a technology company on a mission to revolutionise the building and transformation of Internet of Things (IoT) powered industrial businesses through Artificial Intelligence (AI).
From Data Strategy to building AI to MLOps, we can help you accelerate your time to value and scale AI across your business.
The Edge AI platform
for industrial IoT: OctaiPipe
OctaiPipe enables industry to access the promises of AI of new business models, environments, and revenues by delivering Edge AI that is more affordable, private, scalable, and resilient
OctaiPipe
OctaiPipe is a cross-platform, end-to-end Edge AI platform optimised for creating, deploying, and managing machine learning solutions in industrial IoT environments.
Deployments on OctaiPipe are more affordable, private, scalable, and resilient for on-device intelligence due to its advanced on device federated machine learning capabilities, as well as innovative edge MLOps technology.
OctaiPipe enables you to finally unlock the value of AI using...
Accelerated AI
Deploy OctaiPipe in less than 1 day
Federated AI
Learn across thousands of devices without centralising data
Private AI
Intelligence without compromising data privacy and ownership
Cost efficient AI
On device learning and prediction minimises network data transfer and cloud compute costs
ML-Ops managed AI
Automated and AI managed model lifecycle, overcoming engineering resource shortages
Resilient AI
AI that is less reliant on cloud services and network stability for on-device intelligence
Octaipipe removes common barriers by leveraging Federated Learning
Where appropriate, rather than move data, we move models to the data – train models locally at nodes, then aggregate the models
Maximises privacy and security
Minimizes data transfer and compute costs
Relies less on network or cloud connectivity
Immutable properties of dockerised pipelines ensure replicability and portability between devices and locations
Octaipipe platform: enabling edge ai
Octailab
Connectors to common development environments, pre-build assets, and ready to deploy solutions for data scientists to create and deploy solutions easily between the edge and the cloud
Octaipipe
A decentralised MLOps platform automating the entire lifecyle management of machine learning applications for Edge AI
Octaiport
Multitenancy MLOps platform portal with interfaces for system overview, data exploration, system and device health monitoring, data and model performance monitoring, and no-code ML solution (re)training
OctaiPipe is an Edge AI platform for Industrial IoT:
Edge ML-Ops
Automated ML-Ops platform optimised scale ML distributed applications through their entire lifecycle either at the Edge or in the cloud
Edge ML solutions
Ecosystem catalogue of pre-packaged models, components, and platform to solve high value use cases
Edge Federated Learning
OctaiPipe delivers on device intelligence minimising data transfer and compute costs, privacy risks, latency issues, and cloud service dependency.
Octaipipe Features
- Rapid automated deployment with infrastructure as code
- Cloud agnostic and portable
- Seamless edge-cloud connectivity
- Experimentation and model management tools
- Seamless model deployment to the cloud or the edge’ should be Automated and scalable model deployment to the cloud or the edge
- AI automated and scalable model deployment’ should be ‘AI managed MLOps for model deployment’
- Federated learning capabilities
- Learning and prediction optimized for micro computers
Octaipipe runs on…
Compatible with all major ML/DL libraries
OctaiPipe builds models in ONNX format, making OctaiPipe solutions framework agnostic
