Custom ML Models Built for Your Business
From predictive analytics to computer vision, we develop production-ready machine learning solutions that solve real business problems and deliver measurable results.
Our ML Capabilities
Predictive Analytics
Forecast demand, predict churn, estimate lifetime value, and anticipate market trends. Our predictive models turn historical data into actionable insights for better decision-making.
- Demand forecasting
- Customer churn prediction
- Risk scoring
- Price optimization
Natural Language Processing
Extract meaning from text, automate document processing, and build conversational AI. We leverage the latest in transformer models and large language models.
- Sentiment analysis
- Named entity recognition
- Document classification
- Chatbots & virtual assistants
Computer Vision
Analyze images and video for object detection, classification, and segmentation. From quality control to medical imaging, we build vision systems that see what humans can't.
- Object detection & tracking
- Image classification
- OCR & document processing
- Anomaly detection
Recommendation Systems
Personalize user experiences with intelligent recommendations. We build systems that understand user preferences and surface the most relevant content, products, or actions.
- Product recommendations
- Content personalization
- Search ranking
- Next-best-action
Anomaly Detection
Identify outliers, fraud, and unusual patterns in your data. Our anomaly detection models protect your business and surface opportunities hiding in your data.
- Fraud detection
- Network intrusion detection
- Predictive maintenance
- Quality assurance
Deep Learning
Tackle complex problems with state-of-the-art neural networks. We design and train custom deep learning architectures for challenging use cases.
- Custom neural architectures
- Transfer learning
- Model optimization
- Edge deployment
Our Development Process
1. Problem Definition
We work with you to clearly define the business problem, success metrics, and constraints. A well-defined problem is half the solution.
2. Data Assessment
We evaluate your data assets, identify gaps, and develop a data strategy. Quality data is the foundation of effective ML models.
3. Model Development
Our ML engineers iterate through feature engineering, model selection, and hyperparameter tuning to build the best-performing model for your use case.
4. Validation & Testing
Rigorous testing ensures your model performs well on real-world data. We validate against holdout sets and conduct extensive error analysis.
5. Deployment & Monitoring
We deploy your model to production with proper monitoring, alerting, and retraining pipelines to ensure sustained performance.
"The ML model Fermi Group built for us has become a cornerstone of our operations. It predicts equipment failures with 94% accuracy, saving us millions in unplanned downtime."
— Director of Operations, Industrial Manufacturing Company
Technologies We Use
Frameworks
NLP & LLMs
Computer Vision
Experiment Tracking
Ready to Build Your ML Solution?
Let's discuss your machine learning project and explore how we can help you turn data into competitive advantage.
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