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FaridSoroush/README.md

Currently Senior AI/ML Engineer at an industry-leading technology company. Previously worked at J.P.Morgan, Apple, and spent time at schools such as MIT, Stanford, and some others. My work is focused on the design, development, and large-scale serving of predictive models in Search & Recommendation, with obsession on business impact. I typically own the entire data pipeline, model architecture, system design, and scalable infrastructure. Also, have extensive experience in AI agents and associated systems, as well as quantitative models for trading.

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  1. PLM_system_with_SQLite_and_Python PLM_system_with_SQLite_and_Python Public

    PLM system from using SQL and Python for PCB database management, issue tracking, version control, dashboard and reporting, revision locking/unlocking, workflow automation, branching and merging of…

    Jupyter Notebook

  2. Trading_Platform Trading_Platform Public

    Full trading platform: automated data fetch/clean, feature augmentation, AI model (trained GB AWS, validation/testing), backtesting, real-time execution (w/ risk management, portfolio optimization …

    Jupyter Notebook 3

  3. Real-Time_Video_Processing_Application Real-Time_Video_Processing_Application Public

    Video processing using OpenCV in C++. Live video capture from the webcam, apply filters, detects faces, show live histograms, take snapshots, and record video

    C++

  4. Kelly-Portfolio-Optimization Kelly-Portfolio-Optimization Public

    Quantitative portfolio allocation using Kelly Criterion and MPT. Focus on log-return maximization, risk control, and out-of-sample stability. Includes simulation of portfolio growth, analysis of dr…

    Jupyter Notebook 1

  5. Graph-Neural-Networks-GNNs-for-Alpha-Signal-Generation Graph-Neural-Networks-GNNs-for-Alpha-Signal-Generation Public

    Implementation of Graph Neural Networks (GNNs) for alpha signal generation, modeling stocks and synthetic relationships

    Jupyter Notebook

  6. Machine_Learning_Inference_Serivce Machine_Learning_Inference_Serivce Public

    End-to-end machine learning inference services using FastAPI, Docker and K8s

    Python