Technical Architecture

Skills & Engineering Competencies

Specialized stack in Deep Learning, Medical Imaging Pipelines, Bio-inspired Metaheuristics, MLOps, and Distributed Computing.

Deep Learning & AI

Neural Networks & Frameworks
PyTorchTensorFlowKerasMONAIScikit-learn

Medical Imaging

MRI, CT, DICOM & NIfTI Pipelines
NIFTIDICOMSimpleITKNiBabelOpenCV

Optimization Algorithms

Bio-inspired & Neuro-Plasticity
Bio-inspired OptimizationNeural Plasticity LearningGenetic AlgorithmsParticle Swarm Optimization (PSO)Hyperparameter Optimization

Data Engineering

Analytics & Processing
NumPyPandasSciPySQLApache Spark

MLOps & Tooling

Deployment & Research Infrastructure
LinuxDockerMLflowGitJupyter NotebookGoogle ColabOverleaf

Languages & Cloud

Python, C++, Java, AWS & GCP
PythonC++JavaSQLLaTeXAWSGoogle Cloud Platform (GCP)Microsoft Azure