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Saumi18/README.md

Saumitra Kulkarni — Exploring Intelligence Through Code

B.Tech in Electrical Engineering
Data Science · Cloud Engineering · Quantum Communication · Software Developement · Cryptography · Quantitative Finance & Business · Signal Processing


About Me

I’m an undergraduate at IIT Jodhpur, pursuing Electrical Engineering with a deep interest in how intelligence can be built, understood, and applied — across systems, signals, and society.

I love working on interdisciplinary problems that blend theory with engineering — whether it's training machine learning models from scratch, decoding brain signals, modeling credit risk, or building explainable AI systems for communication signals.

My curiosity spans across Signal Processing, AI/ML, Software Developement & system Design, Finance, Quantum Communication, and Cybersecurity — and I’m always excited to work on projects that challenge conventional thinking.

I'm currently open to remote internships and collaborative research roles, especially in areas like machine learning, applied AI, and emerging tech.


Areas of Focus

  • Software Engineering & Competitive Programming (DSA, Algorithms, Problem Solving, System Design)
  • Signal Processing & Communication (MATLAB, SDR)
  • Quantum Information, Communication & Cryptography
  • Quantitative Finance & Business Intelligence (Time Series, Risk Modeling, Market Microstructure)
  • Data Science & Cloud Engineering (Machine Learning, Big Data, Scalable Pipelines)

Selected Work

Project Description Stack
NeoGraphDB In-memory graph database inspired by Neo4j, built for scalable, high-performance graph data management and flexible query-based operations C++, Data Structures, OOP, Algorithms, Graph Databases
CreditScoreAI Behavioral scoring model to predict credit card user risk profiles using transactional patterns Python, Scikit-learn, Pandas, XGBoost
Music Genre Classifier Music genre classification using GMM & ANN from scratch NumPy, PyTorch
SignalSight Dataset generation & classification of 20+ RF signals with explainable AI MATLAB, Python, GNU Radio, PyTorch, GradCam

Tech Stack

Languages
Python, MATLAB, C++, SQL, Bash, LATEX

Frameworks & Libraries
PyTorch, Scikit-learn, Apache Spark, HuggingFace Transformers, XGBoost, NumPy, Pandas, Matplotlib, Seaborn, OpenCV

Infrastructure & Tools
Google Colab, Jupyter, Git, GitHub, Notion, VS Code, GNU Radio, ROS

Applied Concepts
Artificial Neural Networks (ANNs), Variational Autoencoders (VAEs), Gaussian Mixture Models (GMMs), Low-Rank Adaptation (LoRA), Retrieval-Augmented Generation (RAG), Signal Processing, SDR, GradCAM, MinHash & LSH, Quantum Information Theory, Time Series Forecasting, Risk Modeling


Reach Out

🔗 LinkedIn 📬 Email

“Each day, the known intertwines with the unknown, forging the man I strive to become...”

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