Siddhant Agarwal

Experience

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  VIDYA India

  Mar 2022 - Aug 2022

  Data Science Intern

  • Modelled the impact of access to electricity, and teachers on 2,000+ students’ examination performances in rural India.• Developed a 3rd degree Polynomial Regression model with an R2 score of 0.83 after K-Fold Cross Validation.• Collaborated with 3 interns to analyze 10,000+ records with MySQL and recommend changes to educational schemes.• Leveraged Tableau to craft dashboards with insightful visualizations to present research to 50+ employees.

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  Georgia Institute of Technology

  Apr 2023 - Sept 2023

  Research Assistant

  Worked as one of 3 undergraduate students under Dr. Pan Li (ECE, Georgia Tech) to develop a graph neural network to tackle pile-up mitigation in particle physics.• Assisted the implementation of Bayesian Optimization to fine-tune the project’s semi-supervised neural network model.• Learned Graph Neural Network theory by auditing Machine Learning with Graphs (CS224W, Stanford University).

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  DSW | Data Science Wizards

  May 2023 - Aug 2023

  Data Science Intern

  • Developed a Flask API to perform speech emotion recognition on customer calls and analyzed 6 datasets for EDA.• Fine-tuned speechbrain’s pre-existing model for speech emotion recognition in English (achieved a weighted F1 score of 0.74), transcribed calls in 2 languages (Hindi, Marathi) with VOSK, and utilized PyAnnote for speaker diarization.• Leveraged AWS Sagemaker Data Wrangler to transform and analyze 20,000+ records to assist other ML projects.

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  MetLife

  Jun 2024 - now

  Software Engineering Intern