Sydney · AI, data and security
A machine learning development company in Sydney for production-ready models.
A machine learning development company bridges the gap between a clever prototype and a dependable system. We build the pipelines, deployment and monitoring that production needs.
Last updated
At a glance
- Data pipelines
- Model training and validation
- MLOps and deployment
- Monitoring and retraining
What does a machine learning development company do?
A machine learning development company delivers end-to-end ML systems, including data pipelines, feature engineering, model training, validation, deployment and monitoring (MLOps). The aim is models that run reliably in production and keep performing as data changes.
What we cover
What goes into your AI project
The pieces that make up the service.
Want the national picture? Read about our machine learning development service.
Data pipelines
Automated, reliable data flows.
Feature engineering
Inputs that make models stronger.
Model training
Careful comparison of approaches.
Validation
Testing for accuracy, bias and drift.
MLOps
Versioning, deployment and rollback.
Monitoring
Alerts when performance drops.
What's included
What comes with this service.
The essentials of the service, plus the standards that come with everything we do. No hidden extras.
Request a proposal →- Reproducible experiments: Results you can repeat and audit
- Model registry: Clear versions and approvals
- Cost and latency checks: Models that are fast and affordable to run
- Free discovery call: a short chat about your goals before you commit
- Files you own: every asset and editable source file handed over to you
Is it right for you?
When this approach makes sense
- A prototype needs to become a production system
- Your data science work is hard to maintain
- Model accuracy is drifting
- You need ML integrated with your software
Compare
Prototype or production ML?
| Compare | Production-grade ML | Prototype only |
|---|---|---|
| Reliability | High | Uncertain |
| Monitoring | Built in | Not included |
| Integration | Part of the system | Manual |
| Effort | More engineering | Quick |
How we work
Our process, step by step
Assess
We review your data and prototype.
Engineer
We build pipelines and training.
Validate
We test and document.
Deploy
We release with MLOps.
Operate
We monitor and retrain.
Built around you
Every project is quoted on your needs.
No one-size packages. After a free discovery call, you get a clear, itemised proposal based on what your business actually needs.
Request your proposal →Number and complexity.
Volume and speed.
Cloud, edge or on-premises.
Real-time or batch.
Documentation and audit needs.
Why Kedra Digi
Why Sydney businesses choose Kedra Digi.
Strategy, design, development and marketing together.
Itemised deliverables before work starts.
Files, code and accounts are handed over.
Kedra Digi is an Australian-owned digital agency. Based in Perth, we work with Sydney clients through video reviews, shared files and clear milestones.
Common situations
What Sydney clients usually ask us to solve
Products adding intelligent features
Recommendations, search ranking and personalisation can lift a product. We build and test them in the context of your users and data.
Teams with a stalled prototype
Many prototypes never reach production. We harden them with proper pipelines, testing and monitoring so they can run reliably.
Operations needing prediction
Maintenance, logistics and capacity planning benefit from forecasts that update automatically as new data arrives.
What is MLOps?
Can you take over an existing model?
Can models run in real time?
Can you support our Sydney data team?
How is it quoted?
How do you handle model updates?
What infrastructure do you use?
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Learn more →Free discovery call
Ready to talk about your project?
Tell us what you are working on. We will reply within one business day with honest advice.
Prefer email? [email protected]