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Nikelroid/README.md

Hi, I'm Nima Kelidari ๐Ÿ‘‹

AI / ML Engineer | Master's Student at USC

Specializing in Reinforcement Learning, Computer Vision, and Advanced MLOps.

๐ŸŒ Portfolio โ€ข ๐Ÿ“„ View CV


๐Ÿš€ About Me

I am currently a Master's student in Computer Science (AI) at the University of Southern California (USC) , with a background from Sharif University of Technology.

My focus lies at the intersection of Reinforcement Learning, Robotics, and Large Scale MLOps. [cite_start]I have experience building autonomous agents for imperfect-information games and deploying scalable ML pipelines on the cloud.

  • ๐Ÿ”ญ Current Research: Adversarial Co-Evolution of RL and VLM/LLM Agents.
  • ๐ŸŒฑ Learning: Advanced MLOps, ROC, and Control Theory.
  • ๐Ÿ‘ฏ Looking to collaborate on: Robotics simulation and Medical Imaging.
  • ๐Ÿ’ฌ Ask me about: Deep Reinforcement Learning (PPO), Computer Vision, and MLOps pipelines.

๐Ÿ› ๏ธ Languages & Tools

Languages

AI & ML Frameworks

Data Science

MLOps & Cloud

Databases & Systems


๐Ÿ“‚ Featured Projects

Project Description Tech Stack
Adversarial Co-Evolution Engineered a multi-process PPO training pipeline for Gin Rummy agents, using LLMs for knowledge distillation. Achieved 99.12% win rate vs baseline. PyTorch SB3 PettingZoo LLMs
Hybrid Anime Recommender Built a recommendation system processing 80M+ interactions with an automated MLOps pipeline on Google Cloud. TensorFlow Docker K8s Jenkins
Multi-Modal Sentiment Analysis Deployed classification models across text and vision modalities attaining 64.5% accuracy on real-world mood prediction data. NLP LSTM ViT Pandas

๐Ÿ“Š GitHub Stats

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nikelroid

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  1. adversarial-coevolution adversarial-coevolution Public

    Adversarial Co-Evolution of RL and LLM Agents: A framework for training high-performance PPO agents against Large Language Models in Gin Rummy, utilizing curriculum learning and knowledge distillatโ€ฆ

    Python 1

  2. multimodal-sentiment-classification multimodal-sentiment-classification Public

    A multimodal deep learning framework that fuses visual features from EfficientNet and textual features from BERT to classify sentiment in image-text conversations using the MSCTD dataset.

    Jupyter Notebook 8 2

  3. anime-recommender-application anime-recommender-application Public

    An end-to-end MLOps project implementing a deep learning-based anime recommendation system with automated CI/CD deployment to Google Kubernetes Engine.

    Python

  4. artist-explorer-app artist-explorer-app Public

    A comprehensive full-stack web and Android application for exploring artists and artworks using the Artsy API, featuring JWT authentication, MongoDB favorites, and an experimental AI assistant.

    HTML

  5. image-compression-svd-fft image-compression-svd-fft Public

    A Python implementation of lossy image compression and reconstruction utilizing Singular Value Decomposition (SVD) and Fast Fourier Transform (FFT) techniques for optimal storage efficiency.

    Jupyter Notebook 3

  6. diabetes-prediction diabetes-prediction Public

    A comparative analysis of machine learning models in R to predict diabetes binary outcomes using feature selection and cross-validation techniques.

    R 2