Bridging Theory and Application to Solve Your Toughest Computational Challenges.
ThreeSphere Analytica provides expert R&D and rapid prototyping in machine learning, computational imaging, and mathematical modeling.
Explore Our ServicesA Principled Approach to Problem Solving
Inspired by the concept of three interconnected worlds of reality, our philosophy is rooted in integrating the abstract world of mathematics, the computational world of algorithms, and the physical world of real-world data. ThreeSphere Analytica operates at the intersection of these domains. We believe the most effective solutions arise from a deep understanding of the underlying theory, a practical command of modern computational tools, and a clear focus on the tangible problem you need to solve.
What We Do
Machine Learning & AI Solutions
We design and prototype custom machine learning models to extract critical information from your data. From deep learning architectures for complex visual data to traditional data science for finding patterns, we build solutions tailored to your unique signals and challenges.
- Custom Deep Neural Networks (CNNs)
- Visual Transformers
- Unsupervised & Semi-Supervised Learning
- Data Analysis & Prototyping
Computational Imaging & Signal Processing
We specialize in solving complex inverse problems to turn raw sensor data into clear, actionable images and insights. Our expertise lies in developing robust reconstruction algorithms that enhance quality and stability, especially for novel or proprietary imaging systems.
- Inverse Problem Theory
- Hyperspectral Image Reconstruction
- Denoising & Regularization
- Advanced Signal Processing
- Algorithm Development in Julia, Python & Matlab
Mathematical Modeling & Optimization
At our core, we are mathematical modelers. We translate complex physical and business phenomena into precise mathematical frameworks and implement efficient numerical solvers to find optimal solutions, whether it's for parameter estimation, process simulation, or system analysis.
- Convex Optimization
- Numerical Linear Algebra
- Ill-Posed Problems
- Simulation & Prototyping
- Custom Solvers
Decades of Cross-Disciplinary Expertise
The experience behind ThreeSphere Analytica is broad and deep, forged through years of R&D leadership and hands-on problem-solving in demanding industries. We have delivered innovative solutions in geophysics for Shell, algorithmic trading at Quantlab, and pioneering deep learning and inverse-problem technologies as CTO of Lumos Imaging.
This background in diverse fields—from optics and biotech to finance and energy—provides us with a unique ability to quickly grasp new challenges and apply a vast toolkit of mathematical and computational methods to prototype a solution. We thrive in the early stages of R&D, where creativity, rigor, and rapid implementation are paramount.