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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

Prerana Chakraborty's Projects

final-year-project- icon final-year-project-

This repository contains my Final Year Project that is Analysis of Self Driving Car using Densenet Architecture. It also has a video .

lightweight-gan icon lightweight-gan

Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or two

pandas icon pandas

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

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