Foundation Models
GPT-4, Claude, Gemini, Llama — we fine-tune and orchestrate frontier models for your domain and data.
Custom Transformers
Purpose-built transformer architectures for tabular, time-series, text, image, and multimodal enterprise data.
Graph Neural Networks
GNN architectures for fraud detection, knowledge graphs, recommendation, and complex relational reasoning.
Probabilistic Models
Bayesian networks, Gaussian processes, and normalising flows for calibrated uncertainty quantification.
Reinforcement Learning
Policy optimisation for dynamic pricing, logistics routing, trading strategy, and autonomous decision systems.
MLOps Platform
Kubeflow, MLflow, and custom pipelines for experiment tracking, model versioning, and automated retraining.
Cloud Native
AWS SageMaker, GCP Vertex AI, Azure ML — cloud-agnostic deployment with Kubernetes and Terraform IaC.
Edge Inference
TensorRT, ONNX, and CoreML optimisation for sub-10ms inference on device — no cloud round-trip required.