Full-Stack Medical AI Development
Full-Stack Medical AI Development is the fusion of engineering discipline and clinical insight. Healthcare organizations don’t simply need models—they need end-to-end systems that transform raw clinical data into regulated, interpretable, production-ready intelligence. From data ingestion to infrastructure, from algorithm design to visualization, every layer must be crafted with precision and an understanding of how clinicians actually work.
Theta Tech builds medical AI with the anatomy of a complete organism: the data pipelines, the training pipelines, the algorithms themselves, the surrounding software, and the cloud infrastructure that powers them. We move fluidly between imaging, signals, structured datasets, and multimodal workflows, producing solutions that deliver measurable clinical value.
Understanding the Concept
Medical AI is uniquely demanding. Unlike conventional AI applications, healthcare systems must be reproducible, explainable, regulation-aware, and robust under real-world variability. This requires expertise across multiple layers: preprocessing, normalization, segmentation, co-registration, classification, visualization, hyperparameter optimization, and deployment.
Full-stack development means we don’t hand off half-finished components or disconnected models. We architect data flows, design neural networks, implement classical ML methods where appropriate, build clinician-facing dashboards, containerize environments, integrate with PACS or research workflows, and deploy secure cloud GPU systems using modern IaC patterns. Every piece is constructed with the same obsessive craftsmanship—because lives depend on it.
Build smarter, more efficient healthcare algorithms with AI-driven insights and data science expertise.
Most engineering teams can train a model. Very few can build a clinically viable system. Healthcare organizations lose months trying to stitch together fragmented tools, interpret poorly documented research code, or retrofit generic AI workflows into complex clinical environments. The result is delay, technical debt, and models that never reach production.
Theta Tech eliminates this fragmentation. Our team combines biomedical engineering expertise with deep AI capability, ensuring algorithms are clinically aligned and operationally sound. We understand how radiologists read scans, how device companies process signals, how research labs validate results, and how infrastructure must scale under real workloads. With full-stack support, you gain a partner who can deliver complete, end-to-end intelligence—not isolated prototypes.
Build smarter, more efficient healthcare algorithms with AI-driven insights and data science expertise.
- Medical Image Analysis & Segmentation:
Advanced AI for detecting, delineating, and quantifying clinical structures across 2D, 3D, and 4D data.
- 2D & 3D Segmentation Models:
Precise delineation of tumors, organs, lesions, or anatomical landmarks for diagnosis and treatment planning.
- 2D & 3D Co-Registration Algorithms:
Alignment of multimodal scans—including MRI, CT, ultrasound, and digital pathology—for longitudinal and comparative analysis.
- Object Detection for Clinical Imaging:
Automated identification and localization of regions of interest to accelerate clinical workflow and reduce oversight burden.
- Image Classification Systems:
AI models that categorize imaging data for triage, diagnosis support, and research insights.
- Volumetric Rendering & Visualization:
High-fidelity 3D rendering pipelines enabling intuitive exploration of medical images for clinicians and researchers.
- Algorithm Conversion & Code Modernization:
Transform MATLAB, C++, or research-grade scripts into modular, production-ready Python libraries.
- Cloud GPU Training & Optimization Pipelines:
Scalable multi-GPU environments for training cutting-edge deep learning models using MONAI, PyTorch, and related tools.
- Clinical Dashboards & Web Applications:
Interactive interfaces for clinical studies, radiologist feedback loops, and real-time AI result visualization.
The Result
A complete, production-grade medical AI system—built with clinical nuance, engineering rigor, and scalable architecture.
From preprocessing to deployment, every layer reflects Theta Tech’s commitment to precision.
You receive not just a model, but a fully realized AI capability ready for research, clinical studies, or commercial deployment.
Real-World Impact
Algorithm for Collaboration & Distribution
Clinical UI Design for Radiology AI
Developing 3D Radiology AI Solutions
Explore Our Work
Improved Active Shape Models for Segmentation of the Prostate on MR Imagery
Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge
HistostitcherTM: An informatics software platform for reconstructing whole-mount prostate histology using the extensible imaging platform framework
A Domain Constrained Deformable (DoCD) Model for Co-registration of Pre- and Post-Radiated Prostate MRI
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