Production Machine Learning & Predictive Engineering for Spain Cloud Platforms
Engineered for Spain commercial operations — move beyond generic AI wrappers. Senior full-stack engineer Mr Umer Malik builds, trains, and deploys custom machine learning models tailored to your proprietary company data—optimizing customer classification, dynamic pricing, and automated risk scoring under mutual bilateral NDA.
Core Capabilities & Production Deliverables
Direct architectural execution by senior engineer Mr Umer Malik with zero agency dilution.
Custom Classifier & Regression Architectures
Supervised learning models developed in Python with PyTorch and scikit-learn for automated lead scoring, churn prediction, and transaction fraud flagging.
Automated ETL & Feature Engineering
Robust automated data pipelines cleaning raw SQL logs, encoding categorical variables, and normalizing features for continuous model retraining.
Domain-Specific Fine-Tuning (LoRA/QLoRA)
Fine-tuning open-source LLMs (Llama 3, Mistral) on proprietary corporate records using parameter-efficient adapters for exact domain expertise.
Low-Latency FastAPI & ONNX Model Inference
Exporting trained models to ONNX Runtime and serving predictions via containerized FastAPI microservices with sub-30ms response times.
Automated Model Drift Monitoring (MLOps)
Automated monitoring dashboards tracking model accuracy, data distribution shifts, and triggering retraining pipelines before performance degrades.
Explainable AI & Feature Attribution
Integrating SHAP and LIME algorithms to provide transparent, explainable reasoning for every algorithmic prediction satisfying US regulatory audits.
Why Spain Businesses Hire Directly
Direct senior developer partnership with fixed milestone pricing in EUR (€) and zero agency markup.
Rapid Engineering Velocity
Autonomous sprint progress with daily code commits pushed directly to your private Git repository.
Fixed Milestone Pricing in EUR
Transparent quotes agreed upfront in EUR (€) with fixed deliverables, mutual NDA, and 100% IP transfer.
Direct Senior Developer Access
Collaborate directly with lead software architect Mr Umer Malik with zero agency middlemen.
High-Availability Spain Cloud
Systems deployed on AWS Frankfurt (eu-central-1) for low latency and compliance with RGPD/GDPR, LOPD, AEPD Registered, ePrivacy.
Phased Delivery Roadmap & How This Project Runs
Structured from initial discovery call to production deployment and 100% intellectual property transfer.
Phase 01: Scoping & Fixed Milestone Scoping
Discovery call to map system boundaries, data models, and agree on fixed milestone pricing in EUR.
Phase 02: Private Repository & Staging Sandbox
GitHub repo setup under your organization, signed mutual NDA, and automated private staging environment.
Phase 03: Agile Sprints & Weekly Working Demos
Daily code commits and weekly staging demo links where you test functional features before sign-off.
Phase 04: Production Launch & 100% IP Handover
Zero-downtime DNS cutover, pre-flight security audit, speed optimization, and 100% credential transfer + 30-day warranty.
Preguntas Frecuentes
Respuestas claras a las consultas más comunes sobre nuestros servicios.
How do you coordinate with business hours in Spain? ▼
Who owns the intellectual property and code repository? ▼
What is the pricing structure in Spain? ▼
Where is client data hosted and is it compliant? ▼
Can you integrate regional payment methods in Spain? ▼
What warranty is provided upon project launch? ▼
Great dreams deserve craftsmanship, not compromises. Let’s build yours.
OPERACIONES REGIONALES / ESTADOS QUE SERVIMOS
© 2026 UMER XPERT. AL SERVICIO DE ESPAÑA — MADRID ✦ BARCELONA. TODOS LOS DERECHOS RESERVADOS.