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  • Prerana Chakraborty
  • Kolkata
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kurchi1205/README.md

Hi there 👋,

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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TECH STACK

ML Stack

PyTorch NumPy Matplotlib mlflow Pandas WandB
My day to day tasks are mainly using Pytorch and Numpy, for monitoring and saving checkpoints, I use WandB and MlFlow. For handling big data I use pola-rs, which is similar to Pandas but a lot faster.

Framework Stack

FastAPI Anaconda NodeJS OpenCV
Over the course of 1.8 years, I have extensively worked with these frameworks as well as Pydantic for Data Validation

Hosting Stack

Azure DigitalOcean Google Cloud
I use cloud services for run training on high end GPUs and deploying models using Cloudrun or Vertex. Also I use versioning system for data to maintain large amount of data in an organized manner.

Languages

Python C++ JavaScript


STARTUP EXP

I work in a startup environment, so ownership of modules are very high!!

Use Cases (10000ft Level)

(ofc I can't talk details about these things)

  • Forming composition for layouts
  • Colorizing an image
  • Generating images using Stable Diffusion
  • Prompt Engineering

Pinned

  1. SD-Basics SD-Basics Public

    Python

  2. GPT-Scratch GPT-Scratch Public

    Python

  3. Web-Traffic-Forcasting-of-Wiki-Pages Web-Traffic-Forcasting-of-Wiki-Pages Public

    Jupyter Notebook 1

  4. Next-word-Prediction-using-Swiftkey-Data Next-word-Prediction-using-Swiftkey-Data Public

    Jupyter Notebook 3 6

  5. pandas-dev/pandas pandas-dev/pandas Public

    Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

    Python 42.1k 17.4k

  6. Transformer-Optimization Transformer-Optimization Public

    Python