Soumyadeep Nag
Undergraduate Student
Kolkata
Summary
Aspiring Researcher in Statistics and Data Science.
This is Soumyadeep Nag from Kolkata a dedicated and hardworking person. I'm very keen to explore every opportunity and to learn from my mistakes. Currently I am Pursuing my Bachelor's of Science in Computer Science (2022-2025) from The Bhawanipur Education Society College affiliated to the University of Calcutta and Bachelor of Science (4 Years batch of 2023 to 2027) in Data Science and Artificial Intelligence (offered through Coursera by Mehta Family School of Data Science and Artificial Intelligence) Honours from IIT Guwahati. A Statistics and Data Science Enthusiast.
With a thirst for knowledge and a strong interest in research led me to the path I am currently in.
Overview
1
1
year of professional experience
6
6
years of post-secondary education
Work History
Intern
AI Institute of South Carolina (AI @ USC)
South Carolina, US (Remote)
02.2025 - Current
Working on LLM as Agent under the joint guidance of Prof Amitava Das, Vinija Jain and Aman Chadha
Participant of ML4Crypto 2024
Machine Intelligence Unit, ISI Kolkata
Kolkata
11.2024 - 11.2024
Selected as one of the top performers in the Machine Learning for Cryptology through the Data Science Challenge, being the only undergraduate organized by the Machine Intelligence Unit, ISI Kolkata.
- Addressed binary classification of 1024-bit streams from different PRNG algorithms
- Extracted statistical features, and have done feature engineering
- Trained and compared random forest, XGBoost, Gradient Boosting and neural network models with 5-fold cross-validation
- Presented methodology and results at the ML4Crypto workshop, earning a qualifier certificate for participation through the Data Science Challenge
Intern
Indian Statistical Institute
Kolkata
06.2024 - 07.2024
- Worked on a multiple linear regression analysis problem (California Housing Prices dataset from kaggle)
- Conducted exploratory data analysis and feature engineering on 20,000+ housing records
- Implemented multiple linear regression models, evaluated with R-square and RMSE metrics
- Performed residual diagnostics and heteroscedasticity tests
- Submitted comprehensive 30-page report and presented findings to IDEAS TIH faculty earning a Certificate of Internship completion
Education
Bachelor of Science (Honours) - Data Science & Artificial Intelligence
Indian Institute of Technology Guwahati
Guwahati, India 10.2023 - 05.2027
BSc (Honours) - Computer Science With Statistics And Mathematics
University of Calcutta - The Bhawanipur Education Society College
Kolkata, India 10.2022 - 05.2025
Skills
Python
R
Advanced Probability Theory
Linear Algebra
Optimization and Operations Research
Information Theory
Bayesian Methods
Statistical Learning
Time Series Analysis
Accomplishments
- ML4Crypto 2024, Qualifier & Presenter (Top 10%) through Data Science Challenge at ISI Kolkata workshop
- Network Anomaly Detection Hackathon, Ranked 1st by AI Planet (Consulting & Analytics Club, IITG)
- Summer Analytics 2024, Certificate of Excellence (Top 10%) by IITG Consulting & Analytics Club
- NUS Singapore SoC Summer Workshop 2024, Selected for Media, Analytics & AI cluster
- GGI Impact Lab Young Leader, Recognition for 'Future of Work: Embracing Automation & Upskilling'
- IDEAS TIH Internship Completion, 120-hour regression analysis project at ISI Kolkata
- Statistical Learning & Bayesian Analysis Workshop, Selected as the only undergrad to participate, conducted and organized by Interdisciplinary Statistical Research Unit (ISRU), ISI Kolkata
Training
- Winter School on Deep Learning, IIT Guwahati, 01/01/25, Covered CNNs, RNNs, Transformers with hands-on labs
- Statistical Methods in Finance, Chennai Mathematical Institute, 12/19/24 - 12/21/24, Explored risk models and portfolio optimization
- PINNs Workshop & Conference, IISc Bengaluru, 12/14/24 - 12/18/24, Hands-on implementation of physics-informed neural networks
- Time Series Analysis Workshop, IIT Guwahati, 06/30/24, ARIMA, GARCH models and forecasting techniques
- Data Analytics in Python Training, ISI Kolkata, 05/31/24, Data wrangling, visualization, and basic ML pipelines
- Statistics & Data Analytics Workshop, ISI Kolkata, 02/01/25, Advanced regression and classification methods in R
- Build & Blog by Google, Google Hyderabad, 11/22/24 - 11/23/24, Generative AI bootcamp using Gemini and Google Cloud
- Techfest Fintech & GenAI Workshops, IIT Bombay, 12/01/23, Participated in hands-on sessions for ML and AI applications
Coursework
- Probability Theory
- Statistical Inference
- Time Series Analysis
- Bayesian Methods
- Machine Learning Foundations
- Deep Learning
- Generative AI
- Physics-Informed Neural Networks
- Algorithms & Data Structures
- Operating Systems
- Database Systems
Timeline
Intern
AI Institute of South Carolina (AI @ USC)
02.2025 - Current
Participant of ML4Crypto 2024
Machine Intelligence Unit, ISI Kolkata
11.2024 - 11.2024
Intern
Indian Statistical Institute
06.2024 - 07.2024
Bachelor of Science (Honours) - Data Science & Artificial Intelligence
Indian Institute of Technology Guwahati
10.2023 - 05.2027
BSc (Honours) - Computer Science With Statistics And Mathematics
University of Calcutta - The Bhawanipur Education Society College
10.2022 - 05.2025
Similar Profiles
William JonesWilliam Jones
Student Researcher at iSAT Lab, AI Institute, University of ColoradoStudent Researcher at iSAT Lab, AI Institute, University of Colorado
Leslie AbbottLeslie Abbott
Summer Research Intern at Helmholtz Institute of AI for Health ServicesSummer Research Intern at Helmholtz Institute of AI for Health Services
Daysi SanchezDaysi Sanchez
CNA at Kei Ai South Bay Healthcare CenterCNA at Kei Ai South Bay Healthcare Center
INDRAJIT MAJUMDARINDRAJIT MAJUMDAR
Management Trainee at Gitanjali Finance Private LimitedManagement Trainee at Gitanjali Finance Private Limited
Soumitendra Nath GuhaSoumitendra Nath Guha
Legal Associate at TASCZ Legal Professional LLPLegal Associate at TASCZ Legal Professional LLP