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Machine Learning & MLOps

Every Machine Learning & MLOps service AI Solution Technologies delivers, within the Generative AI & Copilot practice.

End-to-end machine learning delivery from dataModel registry, lineage and reproducibilityAutomated retraining and release pipelinesDrift and fairness monitoring in production

BUILT ON

The problems Machine Learning & MLOps exists to solve

Forecasts produced by spreadsheet and judgement alone

Models built once and never monitored after deployment

No repeatable path from experiment to production

Model performance degrading silently as conditions change

Discuss your challenges

What is Machine Learning & MLOps?

Every Machine Learning & MLOps service AI Solution Technologies delivers, within the Generative AI & Copilot practice.

SENIOR-LED

Feature engineering and model development

Forecasts and predictions with measured accuracy

PRODUCTION-READY

Model evaluation against agreed accuracy and business metrics

Models that survive contact with production

KPI-DEFINED

Production deployment pipeline with versioning

Early detection of degradation

Get a free
discovery sprint

Before you commit, we help you confirm the use case, check data readiness, define the KPI, and work out which Machine Learning & MLOps services actually fit the problem you have.

For a limited number of teams each quarter, we run the full sprint free of charge.

Claim a free sprintTrusted by data leaders
across industries

STAGE DELIVERY7

DiscoverUnderstand your challenges and opportunities
AssessEvaluate data readiness and current state
DefineDefine KPIs, scope and success metrics
Deliver valuePrototype, validate and deliver quick wins

No commitmentExplore the value, risk-free.
Focused outcomesWe define impact, KPIs and success.
Fast & collaborativeDelivered by experts, built for your team.

How Machine Learning & MLOps runs

Confirm objectives, stakeholders, constraints and success measures

Review current systems, data, controls and delivery readiness

Prepare the target design, backlog, governance and implementation plan

Test the priority requirements through a prototype, pilot or controlled design review

Configure, integrate, test and deploy the approved solution

Train users, transfer knowledge and establish operating procedures

Monitor adoption, performance, cost, quality and improvement opportunities

KEY CAPABILITIES

What we bring to Machine Learning & MLOps

01End-to-end machine learning delivery from data to production
02Model registry, lineage and reproducibility
03Automated retraining and release pipelines
04Drift and fairness monitoring in production
05Integration with the client's existing data platform

What you get, and what follows

A complete Machine Learning & MLOps foundation that drives clarity, control and confidence across your organisation.

DELIVERABLESEverything we deliver to build a strong, governed Machine Learning & MLOps capability.

Feature engineering and model development
Model evaluation against agreed accuracy and business metrics
Production deployment pipeline with versioning
Monitoring for drift, data quality and performance
Retraining strategy and triggers
Documentation and handover

BUSINESS OUTCOMESThe outcomes you achieve, and the impact that follows.

Forecasts and predictions with measured accuracy
Models that survive contact with production
Early detection of degradation
A repeatable pathway for the next model
Reduced reliance on individual analysts

Book a scoping call

No obligationYou keep the written summary either way
Tailored to youFocused on your data, priorities and goals
Expert-ledDelivered by specialists with real-world experience

The services inside Machine Learning & MLOps

Machine Learning SolutionsDevelopment of predictive and classification models for forecasting, risk scoring, segmentation and optimisation.MLOps & AI InfrastructureThe pipelines, registries, environments and release processes that take models from notebook to monitored production.

INVESTMENT & DELIVERY

How we engage on
Machine Learning & MLOps

A proven delivery approach that is transparent, flexible and built to deliver lasting value.

DELIVERY MODELMilestone based, or time and materials for evolving scopeDelivered by a senior-led Australian team across 7 stages, from discovery through to optimisation.

WHO THIS IS FOR