📍 Based in Bengaluru, India

Shantanu Humbe Software Engineer & Quant

Building real-time risk systems at Goldman Sachs. CFA Level I passed. NIT Warangal CSE. Passionate about quantitative finance and high-performance C++.

2+
Years @ Goldman
CFA I
Passed 2025
2005
LeetCode Rating
AIR 2832
JEE Mains
SH

Experience

Building robust intraday risk monitoring systems.

Associate — Prime Services Risk Technology
Goldman Sachs
📍 Bengaluru, India 📅 Jul 2023 – Present 🛠 C++, Python, React, Kubernetes

Part of the Intraday Risk team building systems for real-time monitoring of prime-brokerage client exposures. Work spans C++ risk engines, React dashboards on Kubernetes, and Python automation across equities, FX, and fixed income.

Summer Analyst — IRP Strats
Goldman Sachs
📍 Bengaluru, India 📅 May 2022 – Jul 2022 🛠 Pricing Models, Derivatives

Developed and calibrated pricing models for interest rate derivatives, validating theoretical results against production outputs in the IRP Strats division.

Projects

Side projects spanning quantitative finance, machine learning, and developer tooling.

📈
Option Pricing & Risk Analysis

European option pricing using Black–Scholes, Binomial Tree, and Monte Carlo methods. Computes all Greeks (Δ, Γ, ν, θ, ρ) for hedging analysis. Finite-difference PDE methods for path-dependent derivatives.

Python Streamlit NumPy Pandas Black-Scholes
🧠
VisualKgNet

Multimodal deep learning model combining BERT + ResNet for visual question answering. Integrated ConceptNet knowledge graphs to enhance image–text semantic understanding. Fine-tuned on VQA dataset.

PyTorch BERT ResNet ConceptNet VQA
🎯
CFA Quiz Platform

High-performance Streamlit quiz app with 233 vignettes and 1,676 practice questions. Dual grading system: Gemini AI grading + offline local fallback. Interactive dashboard with live accuracy charts.

Python Streamlit Gemini API CFA L2/L3
AlgoHatch

A modular algorithmic trading system designed for equities. Implements custom core execution modules, data pipelines, and utility functions for algorithmic operations.

Python Algorithmic Trading Data Pipelines Execution Engine

Skills

Core Programming
C++ Python SQL Bash
🌐
Frontend & UI
React Streamlit HTML/CSS JavaScript
🏗️
Systems & DevOps
Kubernetes Docker GitLab CI/CD Linux (RHEL) Autosys
📊
Quantitative Finance
Black-Scholes Greeks Monte Carlo Risk-Neutral FX Derivatives
🤖
Machine Learning
PyTorch NumPy Pandas PCA Neural Nets
🎓
Finance Certifications
CFA Level I ✓ Fixed Income Equity Derivatives

Certifications

Lifelong learning across quant finance, ML, and software engineering.

📜
CFA Program Level I
CFA Institute
Issued Apr 2025 · ID: 139033782
🤖
Supervised ML: Regression & Classification
DeepLearning.AI
Issued Jun 2025 · ID: BEBG3P7L7PVZ
📐
Fundamentals of Quantitative Modeling
Coursera / Wharton
Issued Feb 2023 · ID: 7AVVCNTL2YKD
📈
Financial Markets (with Honors)
Coursera / Yale
Issued Feb 2023 · ID: CVRVNDRMQ9RS

Education

NIT Warangal
B.Tech in Computer Science
2019 – 2023
Merit Scholarship Holder
CFA Institute
Chartered Financial Analyst
Level I Passed · 2025
Pursuing Level II
🏆
JEE Mains — AIR 2832
Top 0.3% out of ~1.2M candidates
⚔️
LeetCode Rating 2005
Knight tier · Top competitive programmer
🌟
Merit Scholarship
NIT Warangal · Academic year 2019–20
💻
CodeChef Rating 1750
4-star competitive coder

Let's Connect

Open to interesting conversations about quant finance, systems engineering, or CFA prep.