Interest in Contributing to NumFOCUS Open-Source Projects for GSoC

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Likith Mvjce

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Mar 28, 2025, 12:36:27 PMMar 28
to NumFOCUS GSOC

Dear NumFOCUS Community,

I hope this email finds you well. My name is G N Likith Yadav, and I am a B.Tech student specializing in Artificial Intelligence and Machine Learning at MVJ College of Engineering (2023–2027). With a strong passion for machine learning, deep learning, and open-source development, I have been actively working on AI-driven solutions, particularly in predictive modeling, time series forecasting, and intelligent decision-making systems.

Technical Expertise & Contributions:
  • Machine Learning & AI – Experienced in working with transformer-based models for predictive analytics, financial forecasting, and stock market analysis.

  • Python & Data Science – Proficient in Python, NumPy, Pandas, Scikit-learn, and TensorFlow for building and optimizing ML models.

  • Open-Source Contributions – Engaged in various open-source projects, including AI-driven data analysis tools, and eager to contribute to NumFOCUS initiatives.

  • Time Series Forecasting – Explored and implemented forecasting models and am particularly interested in enhancing Aeon’s forecasting module.

I am highly interested in contributing to the Aeon forecasting module as part of Google Summer of Code (GSoC). This project strongly aligns with my expertise in machine learning and time series prediction, and I am excited about the opportunity to improve forecasting algorithms, enhance usability, and optimize performance.

Additionally, I would love to start contributing even before the official GSoC period begins. If there are any early-stage project tasks or contributions that I can work on, I am eager to begin collaborating with the community as soon as possible.

I am committed to dedicating my time and effort to this project, learning from mentors, and making meaningful contributions to open-source time series forecasting. I look forward to the opportunity to discuss my potential involvement further.

GitHubhttps://github.com/Likith-Yadav
LinkedInhttps://www.linkedin.com/in/likithyadavgn
Email: likith...@gmail.com

Looking forward to your guidance on getting started!

Best regards,
G N Likith Yadavresume.jpg

Shreyash Bhagat

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Mar 29, 2025, 4:30:02 AMMar 29
to NumFOCUS GSOC
Dear NumFocus GSOC Organisations,

I hope this email finds you well. My name is Shreyash Kumar, and I am a B.Tech student at National Institue of Technology Patna and  specializing in Artificial Intelligence and Machine Learning at NxtWave collibaration with IIT Madras (2024–2028). With a strong passion for machine learning, deep learning, and open-source development, I have been actively working on AI-driven solutions, particularly in predictive modeling, time series forecasting, and intelligent decision-making systems.

Technical Expertise & Contributions:
1.Machine Learning & AI – Experienced in working with transformer-based models for     predictive analytics, financial forecasting, and stock market analysis.

2.Python & Data Science – Proficient in Python, NumPy, Pandas, Scikit-learn, and   TensorFlow for building and optimizing ML models.

3.Open-Source Contributions – Engaged in various open-source projects, including AI-     driven data analysis tools, and eager to contribute to NumFOCUS initiatives.

4.Time Series Forecasting – Explored and implemented forecasting models and am   particularly interested in enhancing Aeon’s forecasting module.

I am highly interested in contributing to PyCLAW 1D Fluid Solvers-Benchmarking and Stencil Development Project as part of Google Summer of Code (GSoC). This project strongly aligns with my expertise in machine learning and time series prediction, and I am excited about the opportunity to improve Computational Fluid Dynamics Development, enhance usability, and optimize performance.

I am committed to dedicating my time and effort to this project, learning from mentors, and making meaningful contributions to open-source time series forecasting. I have attached the proposal document with the project framework details.I look forward to the opportunity to discuss my potential involvement further.


Looking forward to your guidance on getting started!
Best Regards,
Shreyash Kumar

PROPOSAL 2.pdf
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