Systems library

Curated public systems across healthcare, agents, document AI, forecasting, infrastructure, and research.

Filter by domain or stack to compare flagship case studies, supporting systems, and research projects that show implementation breadth.

Healthcare AI / FHIR ML APIflagship

Hospital Readmission FHIR ML API

Synthetic FHIR-style scoring service for 30-day readmission risk with schema validation, feature extraction, explainability, tests, model-card framing, and Dockerized FastAPI deployment.

Healthcare AIMLOps / InfrastructureResearch / Data Science
FastAPIPythonFHIR-style JSONXGBoost patternpytestDocker
Healthcare interoperability / quality intelligenceflagship

HL7 AI Challenge Platform

Event-driven healthcare AI platform demonstrating HL7/FHIR interoperability, quality intelligence, SMART/CDS patterns, orchestration services, RabbitMQ, Redis, Postgres, and Dockerized infrastructure.

Healthcare AIInsurance / ClaimsAgentic AI
HL7 v2.xFHIR R4RabbitMQPostgreSQLRedisDocker
LLMOps / interpretability / local-first AIflagship

LLM Steering Lab

Local-first activation steering and representation-engineering lab with ActAdd-style vector extraction, FastAPI workbench APIs, React UI controls, model support notes, and reproducible artifacts.

Agentic AIResearch / Data ScienceMLOps / Infrastructure
PyTorchHugging FaceFastAPIReactTypeScriptOllama
Document AI / local LLM extractionpolished demo

Local Document AI Extraction

Private/local PDF extraction pattern using PDF parsing, chunking, LangChain, Streamlit, Dockerized Ollama, analyst-authored criteria, and reviewable outputs.

Document AI / RAGAgentic AIMLOps / Infrastructure
OllamaLangChainStreamlitPDFPlumberDockerPython
Agentic market intelligence / quant researchflagship

Agentic Alpha Engine

Local-first agentic market intelligence workbench with public-signal ingestion, retrieval/storage services, planner agents, verification rules, structured reports, and Docker architecture.

Quant / FinanceAgentic AIMLOps / Infrastructure
FastAPIDockerPostgresRedisQdrantMinIO
Sports forecasting / model calibrationexperiment

NFL Sports Forecasting & Backtesting Lab

Sports analytics forecasting and backtesting lab using 25+ years of historical NFL data, Elo baselines, XGBoost, logistic regression, ensembles, calibration, and probability-quality evaluation.

Sports ForecastingResearch / Data ScienceMLOps / Infrastructure
PythonEloXGBoostLogistic RegressionEnsemblesBacktesting
Computer vision / OCR / structured extractionpolished demo

FreshTrack AI Module

OCR plus LLM-enhanced parsing FastAPI service with image preprocessing, structured JSON outputs, confidence scoring, Docker variants, and API-first documentation.

Document AI / RAGAgentic AIMLOps / Infrastructure
FastAPITesseractLLM parsingDockerPythonpytest
Azure ML / prompt-flow RAGpolished demo

ChatWithWiki AzureML RAG Demo

Azure ML Prompt Flow retrieval-augmented generation demo using Jinja prompt templates, retrieval orchestration, and public wiki-style content.

Document AI / RAGResearch / Data ScienceMLOps / Infrastructure
Azure MLPrompt FlowPythonJinjaRAGRetrieval
Healthcare ML / regressionexperiment

Azure LOS Prediction

Length-of-stay regression work using a Microsoft toy hospital dataset, Azure Notebooks, and baseline regression methods.

Healthcare AIResearch / Data Science
PythonAzure NotebooksRegressionRandom ForestGBM
Healthcare quality / RAG conceptexperiment

RAG Implementation for HEDIS SSD

Healthcare quality RAG concept showing de-identification pseudocode, clinical-note preprocessing ideas, and HEDIS SSD retrieval workflow shape.

Healthcare AIDocument AI / RAGInsurance / Claims
PythonspaCyRAG conceptHEDISDe-identification
Healthcare analytics / dashboardingfoundations

HEDIS Dashboard

Early Streamlit dashboard scaffold that shows healthcare analytics UI foundations.

Healthcare AIInsurance / ClaimsResearch / Data Science
PythonStreamlit
Healthcare LLM concept / non-clinical experimentexperiment

Medication Recommendation Experiment

LangChain medication-recommendation concept retained as an experimental healthcare LLM example with explicit non-clinical boundaries.

Healthcare AIAgentic AIResearch / Data Science
PythonLangChainLLM concept
Deep learning visualization / researchresearch note

HNSC Activation Visualization

t-SNE visualization concept for final-layer activations with slide images.

Research / Data Science
Pythont-SNENumPyscikit-learnmatplotlib
AI infrastructure planningresearch note

GPU Analysis for Healthcare AI Workloads

GPU comparison notes for healthcare AI workload planning across training, inference, medical imaging, agentic systems, and multi-model orchestration.

MLOps / InfrastructureHealthcare AIResearch / Data Science
GPU planningHealthcare AI workloadsInferenceTrainingInfrastructure
ML foundationsfoundations

ML Templates

Machine-learning templates repository covering reusable preprocessing, evaluation, model selection, and visualization patterns.

Research / Data Science
PythonML templatesEvaluationVisualization

Curation

Every visible system has enough public context to explain what it demonstrates.

The library favors systems with readable architecture, source-backed examples, and responsible public boundaries over raw repository volume.