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  • Prerana Chakraborty
  • Singapore

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kurchi1205/README.md

Hi there πŸ‘‹,

I am Prerana, passionate about solving complex business problems and not afraid of pushing my limits into unknown domains. I may not be knowing everything, but it's my attitude towards work that helps me get things done.

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GitHub Stats

πŸŽ“ About Me

  • Master of Computing (AI Specialization), National University of Singapore (2024 – Present)
  • 3 years of industry experience in Generative AI, NLP, and Computer Vision
  • Skilled in multi-GPU/multi-node training, scalable ML infrastructure, and model serving
  • Experience across startups and research labs, building systems end-to-end from prototyping to production

πŸ“‚ Projects

⚑ Fast DiT Serving – Masters Dissertation project focused on efficient serving of DiT-based diffusion models with optimized throughput and latency.
⚑ LangChain Monitor – Ongoing project focused on building an Agentic system that will return useful on Langchain repository by analyzing the open issues.

TECH STACK

ML Stack

PyTorch NumPy Matplotlib mlflow Pandas WandBPyTorch Lightning scikit-learn Accelerate ONNX NumPy Matplotlib SQL DeepSpeed LLM Stable Diffusion Hugging Face LangChain XGBoost

Framework Stack

FastAPI Anaconda NodeJS OpenCV

Cloud Stack

Docker GCP AWS DigitalOcean Kubernetes Terraform Vertex AI AWS Lambda S3

Languages

Python C++ JavaScript


Pinned Loading

  1. fast-dit-serving fast-dit-serving Public

    Python 1

  2. Perfume-Recommender Perfume-Recommender Public

    Python

  3. itmesneha/LangChain-Monitor itmesneha/LangChain-Monitor Public

    Python

  4. GPT-Scratch GPT-Scratch Public

    Python

  5. Transformer-Optimization Transformer-Optimization Public

    Python

  6. pssnndl/Recolorization pssnndl/Recolorization Public

    Jupyter Notebook 2