AWS Machine Learning Specialty · Applied research
Machine Learning
Predictive models, classification, anomaly detection and Computer Vision in production. A team with applied research expertise and international scientific publications, ready to turn your company data into competitive advantage.
Applied research expertise for business
Machine Learning on scientific foundations
Omnys has built its Machine Learning expertise through years of applied research and enterprise projects. Our team combines solid scientific foundations — documented by publications at international conferences such as IEEE WCCI, IntelliSys and ESANN — with the hands-on experience required to take models into production in complex corporate environments.
Our expertise spans classic Machine Learning (classification, regression, anomaly detection) and Information Retrieval, Natural Language Processing and Computer Vision, with growing specialization in Large Language Model optimization techniques.
AWS Machine Learning Specialty certification
Publications at IEEE WCCI 2022, IntelliSys 2020/2025, ESANN 2020
“Best Paper” at IntelliSys 2025 for research on synthetic data generation for RAG
Expertise in classification, regression and anomaly detection
Advanced Information Retrieval, the foundation of our RAG solutions
Computer Vision and Visual Question Answering
Our Solutions
Machine Learning for the enterprise
From exploratory data analysis to the production rollout of optimized models, with continuous monitoring and automated retraining.
Predictive Analytics
Predictive models for demand forecasting, predictive maintenance, churn prediction and process optimization. Reliable forecasts over time horizons of up to 18 months, integrated with ERP and SAP systems.
Information Retrieval
Specialization in closed-domain and open-domain search and information retrieval systems, with graph-based approaches and dense and/or sparse systems. The foundation of our enterprise RAG solutions.
Computer Vision
Image classification, object detection, advanced OCR, quality inspection and Visual Question Answering. Automated analysis of images and documents for industrial automation and business processes.
LLM Fine-Tuning
Proprietary pipelines for Large Language Model optimization. Frontier model tuning techniques that reach accuracy levels above the market standard, validated by our scientific research.
NLP & Text Analytics
Automated document classification, entity extraction, sentiment analysis, Question Answering and content generation. Multilingual solutions for international business contexts.
MLOps & Production
A complete infrastructure for the model lifecycle: versioning, CI/CD for ML, drift monitoring, automated retraining and governance. Deployment on AWS SageMaker and Amazon Bedrock.
Why Omnys
Applied research, not just consulting
Our competitive advantage is the ability to apply research methodologies to the real problems companies face. We do not simply use existing frameworks: we develop proprietary techniques, validate them scientifically and take them into production on enterprise-grade AWS infrastructure.
- A team with applied research expertise and scientific publications
- AWS Machine Learning Specialty certification
- Experience on enterprise ML projects across multiple industrial sectors
- Integration with corporate systems: SAP, ERP, DWH, IoT Data Platform
- AWS Advanced Tier Services Partner with production-grade infrastructures
- ISO 9001 and 27001 for quality and security
Research and Publications
Our contribution to the scientific community
Applied research is not a side activity: it is the foundation of our solutions. The Omnys ML team takes an active part in the international scientific community with publications at top-tier peer-reviewed conferences.
This approach allows us to develop proprietary methodologies that deliver significantly better results than standard implementations, especially in the areas of Information Retrieval, model tuning and synthetic data generation for training.
▼ peer-reviewed research · 2020 → 2025
IntelliSys 2025 · Amsterdam best paper
"Domain-Specific and Cross-Lingual Synthetic Data Generation for Information Retrieval Training in RAG Applications"
IEEE WCCI 2022 · Padua
Publication on Machine Learning and optimization techniques for industrial applications
IntelliSys 2020
Publication on Information Retrieval for enterprise applications
ESANN 2020
Publication on neural networks and optimization for the industrial sector
real results
Featured success stories
Developed a software to configure and maintain electric motors
IoT and Smart Home: Developing an IoT solution to manage smart thermostats
Turn your data into competitive advantage
Tell us about your use case: our research team will identify the most effective ML approach for your context.
