Machine Learning

DESCRIPTION_PLACEHOLDER

Technologies

TECH_PLACEHOLDER

Predictive models

Churn, demand, risk, pricing, predictive maintenance — supervised models tuned to your KPIs.

Recommendation & ranking

Personalization systems that improve conversion and engagement.

NLP & computer vision

Text classification, entity extraction, document intelligence and image-based automation.

Feature engineering

Feature stores and pipelines that make model inputs reproducible and reliable.

MLOps

CI/CD for models, automated retraining, drift detection and monitoring in production.

Model governance

Evaluation, explainability, bias assessment and documentation for regulated environments.

Typical use cases

Churn prediction with action-oriented intervention workflows

Predictive maintenance for industrial equipment

Document intelligence to automate back-office processing

Hardware

Hardware solutions, designed and implemented

We design, size and deploy the compute infrastructure your models need — from a single GPU workstation to HPC clusters, down to the edge.

HPC & cluster design

Sizing, architecture and deployment of compute clusters: Slurm scheduling, high-speed interconnects, storage and monitoring.

NVIDIA & AMD accelerators

GPU infrastructure across the CUDA/TensorRT and ROCm ecosystems: selection, drivers, virtualization, orchestration and cost optimization.

Edge AI

On-device intelligence with Google Coral and NVIDIA Jetson: model quantization (TensorRT, ONNX, TFLite), power budgets and fleet deployment.

Training & enablement

Training delivery is a transversal activity across all our practice areas — every engagement can include knowledge transfer.

ML & MLOps training

Practical training on model development, feature engineering, deployment and MLOps practices for ML engineers and data teams.

Formats: workshops, custom programs, executive briefings and coaching — delivered on-site or remote, in English or Spanish.

Frequently asked questions

Do we need a data scientist on staff to use ML?

No. We build the system, operate it with you, and train your team so you can own it — or we keep operating it under a support agreement.

Ready to unlock the value of your data?

Tell us about your challenge. We'll come back within one business day with a first assessment.

Discuss this area with us