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johnnyau19/README.md

Hello! I'm Johnny Au 🌵

I'm a Computer Science student at Carleton University (AI Stream, Minor in Statistics). I am driven by a curiosity to understand the mathematical intuition behind Machine Learning algorithms. Rather than treating models as black boxes, I focus on how Linear Algebra, Calculus, and Statistics shape model behavior.

Currently, I am focusing on Knowledge Graphs within Neuro-symbolic architectures to combine the flexibility of LLMs with the precision of structured data.


🛠️ Tech Stack

Languages:

Libraries & Frameworks:


📡 Let's Connect!

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  1. load-balancer load-balancer Public

    Inspired by checkout line assignments, this project simulates advanced load balancing in cloud systems, using reinforcement learning to assign jobs with uncertain workloads across servers.

    Python

  2. resq-agent resq-agent Public

    Hybrid DDQN + A* agent for autonomous search and rescue in partially observable environments.

    Python

  3. face-id face-id Public

    A lightweight system for face verification using CNN-based embeddings.

    Python

  4. backorder-prediction backorder-prediction Public

    Backorder prediction model for supply chain risk management using Random Forest on an extremely imbalanced dataset (positives < 0.01%)

    Jupyter Notebook

  5. chonker-finder chonker-finder Public

    Forked from Oopsiepoopsie/chonker-finder

    FINDING CHONKERS within Carleton

    TypeScript