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Achievement: Pull Shark

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Achievement: Pull Shark

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kurtarmamento/README.md

Kurt Armamento

Junior developer focused on IoT systems, practical backend tooling and Machine Learning Models. I build projects that are reproducible, well-documented, and demoable.

Featured projects

Room Sensor IoT (ESP8266 + Lua + MQTT + Node-RED + Discord)

End-to-end telemetry pipeline with alerts, a hardware-free simulator, and a Dockerized local stack (Mosquitto + Node-RED).

Backend / Telemetry Ingest API (FastAPI, SQLite)

Ingests sensor readings over HTTP, validates payloads, stores latest-per-device, and exposes query endpoints (/latest/{device_id}) with tests + CI.

  • Integrates with my IoT pipeline (MQTT → Node-RED → HTTP ingest).
  • Repo

PyTorch Generative Models

Reproducible training/evaluation pipeline based on the Fashion MNIST dataset.

  • Currently working on GAN implementation
  • Repo

WIPs

Prostate MRI Segmentation (U-Net)

Reproducible training/evaluation pipeline with metrics and artifacts based on HipMRI data.

  • Currently squashing bugs with image rendering
  • Repo

Unity ML-Agents Biped

Bipedal ML Agent learning to walk in Unity.

  • Currently stabalising training towards steps rather than sliding
  • Repo

Technical focus

  • Languages: Python, Lua, JavaScript (Node-RED), C# (Unity)
  • IoT: MQTT, Node-RED, ESP8266/NodeMCU, automation/alerts
  • Tooling: Docker/Compose, Git/GitHub, Windows dev workflows
  • Machine Learning: UNet, Improved UNet, VAE

Contacts

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  1. DHT11-IoT-lua-esp8266 DHT11-IoT-lua-esp8266 Public

    ESP8266 NodeMCU Lua room sensor publishing MQTT telemetry; automated with Node-RED + Discord alerts; includes simulator + Docker stack.

    Lua

  2. telemetry-ingest-api telemetry-ingest-api Public

    FastAPI telemetry ingest service that validates sensor readings and stores the latest per device in SQLite (tests + CI).

    Python

  3. pytorch-generative-models pytorch-generative-models Public

    PyTorch Generative model for generating clothing from Fashion MNIST with reproducible training/evaluation

    Python

  4. prostate-unet prostate-unet Public

    PyTorch U-Net pipeline for MRI segmentation with reproducible training/evaluation and artifact reporting.

    Python