Hello! 👋

I'm Ayush Chaugule

Data Science X Statistcs X Investing

About Me

I like data. I like markets. Most days I’m exploring new investment ideas, running numbers, or building something to see if a theory holds up. I enjoy digging into stats, testing what actually works, and finding patterns that turn noise into insight.

Python SQl PowerBI Analytical Research Financial Markets Investing Strategies

Projects

01

Differential Equation Framework for Smarter CNNs

Enhanced ResNet-18 with PDE-inspired DiffuNet for improved CIFAR-10 accuracy, feature smoothness, and noise robustness.

PythonConvolutional Neural NetworkPartial Differential Equations
02

Generating Alpha with Multihorizon Forecasting

Created a multi-horizon forecasting framework using regression models to generate systematic long–short trading signals for Index returns.

PythonRegressionForecastingFinancial MarketsTime Series
03

CSV-Based AI Assistant

Built a Streamlit AI assistant with PandasAI for interactive, natural-language CSV data analysis and visualization.

PandasAIPythonCSV-ChatbotStreamlit

Highlights

Publication

IPE Journal of Management

December 2024
  • Perception of Student regarding skill development using Artificial Intelligence

Certifications

Bloomberg

2024-2025
  • Environmental, Social and Governance (ESG)
  • Bloomberg Market Concepts (BMC)
  • Bloomberg Financial Fundamentals (BFF)

Certificate of Presentation

Jain University

Janurary 2024
  • National Conference on Driving Innovation for India: 2030, Jain University Bangalore

Education

Bachelor of Science in Data Science

SVKM’s Narsee Monjee Institute of Management Studies, Bengaluru, India

2023 - 2026
  • 3.55 GPA
  • Elected Class Representative (2 years)