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SujanNeupane42/README.md

Hey 👋, I'm Sujan!



A Computer Science graduate 🚀 from Kathmandu, Nepal. GIF

About Me!

  • 👨🏽‍💻 I recently graduated from Herald College with a degree in computer science.
  • 🌱 I'm currently working on geospatial data-related research projects.
  • 🤔 My interests include data science and machine learning
  • 💬 Ask me about anything, I would love to answer!
  • 📫 Email me at neupanesujan420@gmail.com.

Languages and Tools:

Python scikit-learn PyTorch MySQL NumPy Pandas Java C Dask GeoPandas DaskGeoPandas QGIS

Publications

  1. Lamsal, L., Neupane, S., Choi, S., Joiner, J., et al. "Rapid Satellite Nitrogen Dioxide Data Processing using Machine Learning," American Meteorological Society, 2024 (in preparation).

  2. Gyawali, M., Lamsal, L., Neupane, S., Sharma, S., et al., “Cement and Brick Factories Contribute Elevated Levels of NO2 Pollution in Nepal: Evidence of High-Resolution View from Space”, Geophys. Res. Lett, 2024 (in preparation).

  3. Bhattarai, K., Lamsal, L., Gyawali, M., Neupane, S., et al. "Impact of Nitrogen Dioxide (NO2) Pollution on Asthma: The Case of Louisiana State (2005-2020)," Journal of Environmental Management, 2024 (under review)

  4. Ghimire, R., Sharma, S., Neupane, S., "Impact of Thunderstorm Activities on Tropospheric NOx Over Koshi Province of Nepal and Their Possible Role in Climate Change", Amrit Research Journal, 2024

  5. Impact of thunderstorm activities on tropospheric NOx adversely affecting the climate change over Bagmati province of Nepal, Nepal Journals Online, August 2023.

  6. Effects of Aerosols on lightning activity over the Himalayan Region - Presented at the 12th Asia-Pacific International Conference on Lightning (APL), Langkawi, Malaysia in June 2023.

  7. The possible impact of atmospheric aerosol and other factors on lightning over the rugged terrain of Nepal - presented at the International Conference on Lightning Protection (ICLP 2022) in Cape Town, South Africa in October 2022

  8. Impact of COVID-19 Lockdown on NO2 Pollution in Houston, Texas: Measured from Space and Ground - published in the Fugitive Emissions Journal Publisher in March 2023

  9. "Decadal Variations of Six Criteria Air Pollutants Over Texas" - Presented at the National Conference on Undergraduate Research (NCUR) held at the University of Wisconsin-Eau Claire in April 2023.

  10. "Trends and Variations of NO2 Pollution (2005-2019) over Texas, Viewed from the Ground and Satellite" - Presented at the National Conference on Undergraduate Research (NCUR) held at the University of Wisconsin-Eau Claire in April 2023.

Research Projects

I am collaborating on multiple research projects with scientists from Nepal and the United States. As a co-author, I have worked on statistical and geospatial data analysis of atmospheric data using Python libraries such as NumPy, Pandas, GeoPandas, Matplotlib, Seaborn, Dask, and QGIS. Additionally, I have contributed to the retrieval and visualization of data from NASA OMI, ESA TROPOMI, and Korean GEMS satellites, and Environment Protection Agency's (EPA) ground-based sensors, gaining valuable insights into research and fueling my passion for data science, and machine learning. I am also currently working on research projects involving retrieving satellite data products using machine learning.

⭐️ From Sujan

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  1. NEPSE-Chatbot-Using-Retrieval-augmented-generation-and-reranking NEPSE-Chatbot-Using-Retrieval-augmented-generation-and-reranking Public

    This project will develop a NEPSE chatbot using an open-source LLM, incorporating sentence transformers, vector database and reranking.

    Jupyter Notebook 2

  2. LLM_Quantization LLM_Quantization Public

    Quantizing LLMs using GPTQ

    Jupyter Notebook

  3. MedicareAI-Multiclass-Classification-of-Chest-Radiographs-Using-CNNs-and-GANs MedicareAI-Multiclass-Classification-of-Chest-Radiographs-Using-CNNs-and-GANs Public

    This is my final year undergraduate project.

    Jupyter Notebook

  4. GANs_for_Tabular_data GANs_for_Tabular_data Public

    This repo contains PyTorch implementation of cGAN, cWGAN, and cWGAN-gp for tabular data.

    Jupyter Notebook 11

  5. ML_Algorithms_From_Scratch ML_Algorithms_From_Scratch Public

    This repo contains scratch implementation of various algorithms done using NumPy, Pandas and Python

    Jupyter Notebook

  6. Classification_Using_VGG19_and_TransferLearning Classification_Using_VGG19_and_TransferLearning Public

    VGG19 model has been trained from scratch on a multiclass classification flower dataset and the scratched trained VGG19's performance is compared with VGG19 model trained on imagenet.

    Jupyter Notebook