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馃幆
Focusing
馃幆
Focusing
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Achievement: Starstruckx2Achievement: Pull SharkAchievement: YOLO

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aish21/README.md

Aishwarya Singh

Software Engineer II working on backend and platform systems for global markets.

I currently work at Bank of America in Singapore, building systems around structured-product pricing, quoting, booking workflows and production reliability.

My interests sit across backend engineering, distributed systems, financial technology and applied machine learning.

Featured work

ML-Pricer

Research and engineering platform exploring machine-learning approximations for path-dependent structured-product pricing while retaining Monte Carlo simulation as the reference pricing engine.

  • Python, FastAPI, Streamlit, LightGBM
  • Monte Carlo reference pricing
  • ML shadow-mode evaluation
  • Scenario and Greeks analytics
  • Model audits, monitoring and artifact validation
  • Docker, CI and deployment checks

Repository 路 Live demo

VirtualEYE

First-author research project presented at the 2024 IEEE Conference on Artificial Intelligence (CAI).

Indoor navigation system for visually impaired users using BLE localisation, RFID, computer vision and multimodal guidance.

Repository 路 Publication

Currently exploring

  • Backend and platform engineering
  • Distributed and event-driven systems
  • Applied ML for financial systems
  • Reliable ML evaluation and deployment

Links

Portfolio 路 LinkedIn 路 LeetCode

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  1. ml-pricer ml-pricer Public

    Reference pricing and ML research platform for path-dependent structured products, with Monte Carlo pricing and monitored ML shadow models.

    Jupyter Notebook 1

  2. VirtualEYE VirtualEYE Public

    Indoor navigation and multimodal assistance system for visually impaired users; published at IEEE CAI 2024.

    Kotlin 2

  3. spellcaster-vr spellcaster-vr Public

    Experimental VR gesture-recognition system with open-set spell classification and invalid-gesture rejection.

    Python

  4. Algorithms-and-Data-Structures Algorithms-and-Data-Structures Public

    Comprehensive guide to Algorithms and Data Structures created by me to practice important concepts for technical interviews.

    Python 211 41

  5. aishwarya-singh-web aishwarya-singh-web Public

    Personal Website

    TypeScript