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umi008/README.md

Ulises Millán

M.Sc. Computer Science · AI Engineer · México


LinkedInEmail

Selected Work

Real production projects shipped (private repos):

🤖 Slack Meeting Bot · Recall AI + RTMP Live meeting transcription with template filling. Zero data loss.

Next.jsSlack APIFastAPIPostgreSQL

💬 Enterprise RAG Chatbot Information-grounded chatbot for company knowledge, integrated with Linear MCP, deployed on Azure with full CI/CD.

pgvectorAzure PipelinesOpenAI

📄 Document Validation API Playwright-based API that validates Mexican government IDs (SAT/INE) in real-time.

PlaywrightFastAPIPostgreSQLDocker


Research & Work

WhereWhatResult
🎓 CENIDET (M.Sc., 2025)GAN detection — real vs. synthetic face classification>98% accuracy across 7+ benchmarks
🔬 Universidade da Coruña 🇪🇸 (Guest Researcher, 2025)Glaucoma screening from retinal images84% → 90% accuracy improvement
👥 Beecker (2023–present)Tech advisor on architecture, tooling, and team decisionsSole IC owning backend, frontend, infra, and AI

Languages · PythonTypeScript

AI/ML · PyTorchOpenCVLangGraphmany more

Fullstack · Next.jsReactFastAPINode.js

Data · PostgreSQLMongoDBMySQLSQLite

Cloud / DevOps · AzureDockerCI/CD

GitHub StatsGitHub Streak

Pinned Loading

  1. RealtimeAPI-Speech-IntegrationRealtimeAPI-Speech-IntegrationPublic

    Realtime API Speech to Speech Demo with WebRTC and JS.

    JavaScript 2

  2. Pediatric-Pneumonia-Chest-X-ray-Classifier-with-ResNet50Pediatric-Pneumonia-Chest-X-ray-Classifier-with-ResNet50Public

    Getting a 93% ACC on tests. Using AdamP as optimizer and implementing a process of transfer learning and fine tuning from the pretrained weights on imageNet.

    Python 2

  3. autoresearch-tradingautoresearch-tradingPublic

    A fork of karpathy/autoresearch focused on algorithmic trading. An autonomous research system that uses an LLM agent to iteratively improve a trading strategy through backtesting with Walk-Forward …

    Python 2

  4. clocky-fillclocky-fillPublic

    Sync calendar events (Google Calendar / Microsoft 365 / Outlook ICS) to Clockify time entries automatically. Free, no paid APIs.

    Python 2

  5. debleeddebleedPublic

    Clean scanned book pages: remove bleed-through, ghosting, and uneven illumination. Three modes (soft/binary/adaptive), optional GPU, parallel processing.

    Python 1