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Achievements

Achievement: Pair Extraordinairex3Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

Achievements

Achievement: Pair Extraordinairex3Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

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dereckduran/README.md

LinkedIn

Hi, I'm Dereck

I enjoy building machine learning projects and working on my homelab for self-hosted AI.

I'm especially interested in ML infrastructure, deep learning, retrieval-augmented generation, and AI agents.

Currently work with Big Data and Analytics @ Amazon

Currently Building

  • BiteSize - making cooking simple with voice AI and social features
  • Homelabbing a Forgejo instance

Learning

  • Docker and ML infrastructure
  • Large language models (LLMs)
  • PyTorch and NumPy
  • Deep learning
  • Retrieval-Augmented Generation (RAG)
  • FastAPI
  • AI agents
  • C++

Tech Stack

  • Python
  • SQL
  • Docker
  • PyTorch
  • NumPy
  • FastAPI
  • DuckDB
  • C++

Passions

  • Startups
  • Cooking
  • Machine learning infrastructure
  • Self-hosted AI
  • Homelab automation
  • LLM applications
  • RAG systems
  • AI agents
  • Data engineering

Pinned Loading

  1. AmazonRecommenderSystem AmazonRecommenderSystem Public

    Building a recommender system for customers to suggest electronic products for customers based on previous ratings they've given products. Uses simple sort, Collaborative Filtering and KNN

    HTML

  2. deep-ml deep-ml Public

    My machine learning practice from Deep-ML: solutions, labs and progress.

    Python