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Paul Immanuel

Paul Immanuel

Fresher / Intern roles in Data Science / ML

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Cochin, ErnakulamMember since January 6, 2026
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About

Mathematics Masters graduate from the University of Bonn, Germany. I have a strong base in programming, data science, machine learning and data analytics. Looking for fresher or internship opportunities in the data science domain. I am now based in Ernakulam (Kerala) but am open to relocating if needed.

Experience

Experience

Teaching Assistant - Topological Data Analysis

University of Bonn

Bonn, Germany

June 2024 – Sept 2024

  • Helped students with foundational mathematical concepts such as homology and co-homology, while running labs that focused on practical applications to machine learning.
  • Particular focus on kernel methods that help extract topological information from data sets that is robust to small perturbations using persistence diagrams.
Projects and Publications

Multi-Timeframe EMA trading stradegy (GitHub) Dec 2025

  • Developed a multi-timeframe cryptocurrency trading strategy based on Exponential Moving Averages (EMAs), with consistent signal logic across live Binance execution and historical backtesting.
  • Integrated high-frequency (1-second) and low-frequency (1-minute) EMA-based signals to align short-term momentum with higher-timeframe trends.
  • Implemented both live trading logic (Binance API) and historical backtesting using backtesting.py to validate execution consistency.
Tennis Stroke classification and labelling (GitHub) July 2025
  • Created a program that identified instances of backhand shots in videos of matches and training.
  • Used MediaPipe pose estimation to extract joint and limb data from videos and used VGG image annotation software for temporal labelling of shots.
  • This method drastically reduced the amount of raw data required and greatly simplified the complexity of the model.
Thesis: Incarnations of the Fourier transform in Algebraic Geometry June 2024 – June 2025

Thesis prepared and written over a year long process, supervised by Prof. Jessica Fintzen. Published on the ArXiv.

  • Treats the topic of Banach-Colmez spaces, for which we give a detailed introduction to the theory of perfectoid spaces as laid out by Fields medal winning Prof. Peter Scholze in recent work.

Education

Master of Science in Mathematics, University of Bonn, Germany

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