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Nikelroid/README.md

Hi, I'm Nima Kelidari πŸ‘‹

AI / ML Engineer | Master's Student at USC

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

🌐 Portfolio β€’ πŸ“„ View CV


πŸš€ 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.

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

πŸ› οΈ Languages & Tools

Languages

AI & ML Frameworks

Data Science

MLOps & Cloud

Databases & Systems


πŸ“‚ Featured Projects

Project Description Tech Stack
Risk-Scaled Steering in MoE Developed token-aware steering for MoE language models using 3D delta tensors to dynamically scale expert activations for improved safety at inference. Python vLLM PyTorch HuggingFace
Linguistic-Agnostic SER Probing framework for Speech Emotion Recognition transformers to evaluate paralinguistic and acoustic knowledge encoding across hidden layers. Python PyTorch HuggingFace
Adversarial Co-Evolution Framework training high-performance PPO agents against LLMs in card games using curriculum learning and knowledge distillation. Python Ollama PPO
Multi-Modal Sentiment Classification Tool for multi-modal sentiment analysis and time dynamics exploration within image-text conversations. Python Pandas PyTorch

πŸ“Š GitHub Stats

GitHub stats

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 distillat…

    Python 2

  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 9 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. 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

  5. adsrivatsa/llm-steering adsrivatsa/llm-steering Public

    Python

  6. 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