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AlirezaAbedinii/README.md

🧑‍💻 About Me

  • 🎓 M.Sc. Computer Science from York University (Toronto, ON)
  • 🔬 Research Assistant at PACS Lab — building ML systems for the cloud
  • 🔭 Currently working on PRISM — Model-Family-Aware Partitioning and Multi-SLO Batching for Heterogeneous Serverless Inference
  • ⚙️ I work at the intersection of ML deployment, MLOps, and performance optimization — profiling-driven systems that cut inference cost and tame tail latency
  • 💬 Ask me about serverless inference, MLOps, AWS, autoscaling, and SLO-aware batching

🛠️ Tech Stack

Languages

Python JavaScript SQL Java C++ R Bash

ML / DL / LLM

PyTorch TensorFlow Keras ONNX scikit-learn NumPy Pandas

MLOps · Cloud · Observability

AWS Docker Kubernetes Prometheus Grafana Linux

Backend · Data · Tools

FastAPI Flask PostgreSQL MySQL ChromaDB Git


🤝 Connect With Me

LinkedIn Email

⭐️ Thanks for visiting — Alireza Abedini · Toronto, ON 🇨🇦

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  1. rag-hybrid-search rag-hybrid-search Public

    Production-grade RAG service with hybrid (dense + BM25 + RRF + rerank) search, citation verification, and latency/cost instrumentation.

    Python

  2. JTank JTank Public

    Networked 2D tank battle game in Java (Swing): single-player campaign and real-time online multiplayer over client-server TCP sockets.

    Java

  3. agent-orchestration-system agent-orchestration-system Public

    Multi-agent LangGraph system: a supervisor plans and delegates to tool-using specialists, a reviewer validates every output on a different model provider, and low-confidence or sensitive steps esca…

    Python

  4. MPHB-serverless-inference MPHB-serverless-inference Public

    Multi-SLO, partition-aware batching and provisioning for cost-efficient DNN inference on serverless platforms (built on HarmonyBatch and Gillis)

    Jupyter Notebook

  5. ImageCaptioning ImageCaptioning Public

    GAN-based image captioning on MS-COCO: a CNN encoder-decoder generator with an RNN discriminator, refined via Self-Critical Sequence Training (SCST). B.Sc. thesis implementing Chen et al., AAAI 2019.

    Jupyter Notebook

  6. Online-Shop Online-Shop Public

    A full-featured Flask e-commerce web app with a Persian (RTL) UI, featuring a customer storefront (search, filtering, cart, wallet checkout) and a complete admin dashboard for managing products, ca…

    JavaScript