10/16/2026 updated
100 % available
Forward Deployed Engineer | Clinical Data Pipelines | Human-in-the-loop. Python, MySQL, Streamlit
morena, India
Only remote
pcbAbout me
I translate clinical research into production-ready software. My architecture is local-first, eliminating cloud costs and GDPR risks. Human-in-the-loop design means the researcher makes the final call, not a black box. Let's turn your bottleneck into a deployed tool.
HematologyBioinformaticsClinical Data ManagementClinical TrialsData ArchitectureExtract Transform Load (ETL)GenomicsPython (Programming Language)MySQLNumPyPharmacokineticsStructural BiologyVirologypandasMatplotlib
Clinical Systems Architect | Forward Deployed Engineer
I bridge the gap between clinical research and production-ready software. Clinical software has a bottleneck: the people who understand the medicine can't code, and the people who code don't understand the medicine. I am the bridge. I learn a domain fast, model its decision logic, and ship working tools.
Core Technical Stack:
Python (Pandas, NumPy, Biopython, Matplotlib), MySQL (Data Vaults, Audit Trails), Streamlit, REST APIs (ClinicalTrials.gov, ChEMBL, NCBI, PDB).
Key Projects & Domain Expertise:
• PRISM (Clinical Trial Feasibility): Built a local-first pipeline that fetches real protocols from ClinicalTrials.gov, simulates patient cohorts, flags statistical outliers (mean ± 2 SD), and logs every run to a MySQL audit trail. Benchmarked at 10,000,000 records processed in under 2 minutes at 1.9 GB peak memory—on a consumer laptop with no GPU. Eliminates cloud compute costs and data privacy risks.
• CRISPR & Structural Biology: Simulator that fetches real gene sequences (NCBI), scans PAM sites, and predicts off-target cuts. Protein analyzer for mutation-to-structure impact (PDB, UniProt).
• HEMA-CORE: 4-layer hematology pipeline with full clinical logic (WHO, Tietz guidelines) and MySQL audit trails.
• METABO-CORE & BIJA: Pharmacokinetics (Vd, Loading Dose, Maintenance Dose, Steady State) and fertility triage (6 ART branches) with an ethics gate.
My Design Philosophy (What Separates Me):
1. Human-in-the-loop: In clinical data, judgment cannot be automated. A tool that spits out a final answer without human review isn't innovation—it's a liability. My tools flag and score; the researcher makes the final call.
2. Local-First Architecture: Patient data stays on the client's machine. No cloud dependency, no monthly server bills, no third-party data exposure.
3. Shipping Velocity: I build full systems in days, not months. 11 deployed tools in 40 days — each with tests, MySQL persistence, and a live Streamlit UI.
Services I Offer:
• Custom clinical data pipeline development (ETL).
• Pipeline optimization (reducing cloud compute costs and memory footprint).
• Rapid prototyping for biotech research tools (MVP in days, not months).
Available for freelance contracts, pipeline optimization, and custom tool development. Let's turn your research bottleneck into a deployed tool.
Experience
Professional experience0 - 5 years
Freelancer since2026
Languages
EnglishFluentHindiNative speaker