Bespoke ML Development
Custom machine learning models built with PyTorch and TensorFlow, trained on your proprietary data. From classification and prediction to recommendation and anomaly detection. models designed for your specific problem, not generic solutions.
Typical delivery: 4–6 weeks. Fixed price, locked in before work starts.
in estimated annual value from custom ML applications across industries. The organisations that build first, win first.
— McKinsey Global InstituteModels built for your problem
Classification Models
Custom classifiers for text, images, audio, or structured data: trained on your proprietary data to categorise, tag, and route with high accuracy.
Prediction & Forecasting
Time series, regression, and probabilistic models that predict outcomes. demand, churn, pricing, risk. with quantified confidence intervals.
Recommendation Systems
Personalised recommendation engines for products, content, or actions. using collaborative filtering, embeddings, and hybrid approaches.
Anomaly Detection
Models that detect fraud, defects, security threats, and operational anomalies in real time. with tunable sensitivity and alerting.
PyTorch & TensorFlow
We build with industry-standard frameworks. PyTorch for research-grade flexibility, TensorFlow for production deployment. whatever fits your needs.
Training on Proprietary Data
Your competitive advantage is in your data. We train models on your proprietary datasets. with proper data handling, versioning, and security.
Define the problem
We work with you to frame the ML problem. what you're predicting, what data is available, and what success looks like.
Prepare the data
We clean, label, and prepare your datasets for training: handling imbalances, missing values, and feature engineering.
Train & evaluate
We train models, run experiments, and evaluate performance against your metrics. iterating until we hit the quality bar.
Deploy & monitor
Production deployment with model serving, monitoring for drift, and a retraining pipeline for when your data evolves.
Need a custom ML model?
Book a consultation. we'll assess your data and show you what machine learning can solve.
Or email [email protected]