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MarkhamLee/README.md

Hi there 👋

I am a data and machine learning engineer, whose professional areas of focus/interest areas include Vision AI/Computer Vision, machine learning, predictive analytics, Kubernetes, embedded devices and IoT. My personal/hobbyist/maker interests include AgriTech, climate sensors, custom pc mods and home automation. My repos are a mixture of things I am building for professional development/to exhibit my skills and projects related to my personal interests. I tend to build things as "platform agnostic" Dockerized micro-services that can be deployed at the edge (x86 or ARM64), in the cloud, using serverless platforms like AWS Fargate or with orchestration tools like Kubernetes without any changes to the code base. I've also built some "home brewed" IoT devices using microcontrollers like the ESP32 or Raspberry Pi Pico. My primary languages for vision AI, machine learning and data engineering are Python and TypeScript, I'm very comfortable in R and SQL for data analysis, and I'm "functional" in C++ for microcontroller based IoT sensors/simple embedded devices.

  • 📫 Feel free to reach out to/follow me on LinkedIn, I'm interested in discussing full time, contract, freelance and collaboration opportunities. LinkedIn

  • 👯 I’m looking to collaborate on: data or machine learning related open-source projects, and hardware projects using Raspberry Pi single board computers (or similar) and microcontrollers like the ESP32 and Raspberry Pi Pico.

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  1. internet-and-iot-data-platform internet-and-iot-data-platform Public

    Automation and Data ingestion related to DevOps, finance, task management, IoT devices, weather and other sources, the data engineering side of my private cloud project: https://github.com/MarkhamL…

    Python 6 4

  2. k3s-powered-private-cloud-homelab k3s-powered-private-cloud-homelab Public

    Documentation, IAC and custom code for a K3s based private cloud/homelab.

    Python 3 1

  3. HardwareMonitoring HardwareMonitoring Public

    PC Gaming Sensor Panel & General Hardware monitoring for Linux (x86 and ARM64) and Windows via Libre Hardware Monitor, psutil, gputil and NVIDIA smi-queries for display on a Grafana dashboard. Also…

    Python 11

  4. computer-vision-demo-reel computer-vision-demo-reel Public

    Computer vision demos related to classification, object detection and segmentation for commercial and industrial use cases.

    Python

  5. Facial-Recognition-Facenet-Pytorch Facial-Recognition-Facenet-Pytorch Public

    Docker and Flask based API layer + data ingestion pipeline for the Facenet-PyTorch facial recognition library. I.e. simple ML deployment for matching pairs of photos

    Python 2 3

  6. LendingClub_DefaultModeling LendingClub_DefaultModeling Public

    Using machine learning (XG boost) to increase the annualized return of a personal loan portfolio.

    Python