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Maadhini Narayanakumar
Hey, I'm
Maadhini.
Markets reflect behavior. Models reveal patterns. I connect the two.
Quantitative Finance Professional
The Story
Journey toward becoming aQuantitative Finance Specialist
α = 0.042σ² = 1.87β → 0.94p < 0.001
01✓ done
2020 — 2024

The Foundation

B.Tech · AI & Data Science

Built a rigorous foundation in artificial intelligence, machine learning, and statistical thinking. Learned to reason in models and build systems that learn from data.

AIData ScienceMLB.Tech
02✓ done
2024 — 2025

The Build

AI/ML Engineer · Production Systems

Stepped into production — shipping GenAI pipelines, RAG systems, and scalable ML infrastructure in real financial and enterprise environments.

GenAIRAGMLOpsProduction
03● active
2026 — Present

The Convergence

M.S. Quantitative Finance · Rutgers

Now at the intersection — converging mathematics, statistics, and AI into systematic financial research. Building toward becoming a full-spectrum Quantitative Finance specialist.

Quant FinanceRutgersSystematic TradingResearch
04◇ goal
The Horizon

The Destination

Quantitative Finance Specialist

The goal — a full-spectrum quant who bridges rigorous mathematical modeling, production-grade AI systems, and deep financial intuition into one unified practice.

Alpha GenerationSystematic StrategiesAI × Finance
Currently at Act III — The Convergence · Rutgers Business School · 2026
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Skills & Expertise

Core Expertise

Spanning quantitative finance, machine learning, and production engineering

Python
PyTorch
TensorFlow
Pandas
NumPy
SQL
R
AWS
Docker
FastAPI
Systematic Trading
Alpha Research
Risk Modeling
Deep Learning
NLP
RAG
GenAI
MLflow
Statistical Modeling
Time Series
Bayesian Inference
Monte Carlo
Stochastic Processes
Backtesting
Python
PyTorch
TensorFlow
Pandas
NumPy
SQL
R
AWS
Docker
FastAPI
Systematic Trading
Alpha Research
Risk Modeling
Deep Learning
NLP
RAG
GenAI
MLflow
Statistical Modeling
Time Series
Bayesian Inference
Monte Carlo
Stochastic Processes
Backtesting
Backtesting
Stochastic Processes
Monte Carlo
Bayesian Inference
Time Series
Statistical Modeling
MLflow
GenAI
RAG
NLP
Deep Learning
Risk Modeling
Alpha Research
Systematic Trading
FastAPI
Docker
AWS
R
SQL
NumPy
Pandas
TensorFlow
PyTorch
Python
Backtesting
Stochastic Processes
Monte Carlo
Bayesian Inference
Time Series
Statistical Modeling
MLflow
GenAI
RAG
NLP
Deep Learning
Risk Modeling
Alpha Research
Systematic Trading
FastAPI
Docker
AWS
R
SQL
NumPy
Pandas
TensorFlow
PyTorch
Python
Quant & Finance5 skills
Systematic Trading
Alpha Research
Risk Modeling
Portfolio Optimization
Time Series Finance
ML & AI5 skills
Deep Learning
NLP / LLMs
RAG Systems
GenAI Pipelines
Feature Engineering
Cloud & MLOps5 skills
AWS
Docker
MLflow
FastAPI
CI/CD Pipelines
Projects

Selected Work

A collection of quantitative research, ML systems, and financial engineering projects

Open to opportunities

Let's build something
that matters.

Whether it's a research collaboration, a quant role, or an interesting problem at the intersection of AI and finance — I'd love to hear from you.

Currently available for
Research CollaborationsQuant Finance RolesML Engineering ProjectsFreelance Consulting
© 2025 Maadhini Narayanakumar