Shaya Software & Systems LLC

Independent ML consultancy available for contract engagements where deep domain expertise, rigorous validation discipline, and production-grade systems thinking are valued.

Acton, Massachusetts · Founded 2023 · mshaya01.ml@gmail.com · mshaya@asu.edu


Medical ML & Biosignal Processing

Seven patents in ECG/biosignal pattern recognition — algorithms deployed in ICUs worldwide — provide a clinical engineering foundation that very few ML consultants can match. Deep familiarity with the validation rigor, false positive/negative tradeoffs, sensitivity/specificity constraints, and deployment realities that medical ML demands.


Biodiversity & Ecological ML

End-to-end ML research pipeline built for lichen classification in collaboration with Arizona State University: BioCLIP ViT-L/14 + ArcFace metric learning, multi-locus phylogenetic inference from GenBank data, UMAP/HDBSCAN clustering, and PostgreSQL biodiversity database engineering across 200,000+ taxa records.

Directly applicable to other ecological imaging, species identification, and biodiversity informatics engagements.


ML Systems Architecture & Data Engineering

Broad production systems experience — distributed database design, microservices architecture, cloud platforms (AWS DynamoDB, RDS, ElastiCache), and API design — applied to the challenge of building ML pipelines that actually run in production.


Cybersecurity & Security Operations

Full-stack security operations tooling developed from scratch: real-time SIEM event visualization with MITRE ATT&CK kill chain timelines, compliance posture gap detection against NIST 800-171 and CMMC control domains, and a multi-source normalization layer spanning Wazuh 4/5 and Elastic Security (ECS) schemas — Suricata, Zeek, and Filebeat sources included.

Applied hands-on background in OpenSearch aggregation design, Wazuh deployment and rule analysis, SCA policy assessment, and SOC dashboard engineering. Relevant to government and defense organizations with CMMC compliance requirements and to MSSPs managing Wazuh-based environments for multiple customers.

Available for security tooling development, SIEM dashboard engineering, and compliance visibility engagements. AFCEA member (Lexington-Concord Chapter).


Why Work With Me

  • 7 patents in deployed biosignal pattern recognition (HP/Agilent, ICU deployment worldwide)
  • BSEE/MSEE in Communications Systems and Digital Signal Processing — Northeastern University
  • ASU Research Affiliate — active academic ML collaboration
  • Career spanning real-time embedded systems through modern deep learning pipelines
  • Development workflow incorporates Claude Code (Anthropic) for accelerated ML implementation, consistent with current industry practice for senior ML engineers
  • Available for contract, part-time, and project-based engagements

Contact

Email: mshaya01.ml@gmail.com
ASU: mshaya@asu.edu
LinkedIn: linkedin.com/in/mousashaya
GitHub: github.com/mousashaya