<>'s CV

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• Early-career AI/ML engineer (M. Stat) with strong interests in the Mathematics of Statistical learning. Equipped with the abstraction skills of a Computer Scientist (B. CompSci) and the practical architecting skills of a Software Engineer --- I enjoy making end-to-end pipelines to deliver real products for real use-cases.

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University of New South WalesSydney, Australia

Feb 2021 – Sept 2025

Bachelor of Computer Science (AI), Minor Mathematics

University of New South WalesSydney, Australia

Feb 2027 – Dec 2029

Master of Statistics

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Productionising: Nginx, Docker, Azure, Vultr

Software Development: Java, JUnit, Go, Typescript, Javascript, Python, C, SQL, noSQL, LaTeX

Libraries & Frameworks: NumPy, PyTorch, Matplotlib, Pandas, React, Svelte, Node

Deep Learning: Python, HPC, Pre-processing, Inference, Tuning, Jupyter, Conda

Linux: Shell, Git, Emacs, N/Vim, Tmux, Arch, Ubuntu, Debian

Languages: English (Fluent), Hindi (Proficient), Japanese (Beginner)

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Aayush Bajaj's Augmenting Infrastructure

May 2023 – present

Multi-disciplinary Turing-complete notes that enable Network Effects.

• A mature pipeline built with Hugo and Emacs' org-mode. 1,073 exposed URLs.

• Influenced by Roam Research, Tiago Forte and Niklas Luhmann; Gruvbox themed.

Biomedical Semantic Segmentation

Oct 2024 – June 2025

Successfully created kidney and kidney tumour masks from 3D volumetric CT scans.

• Implemented 2D and 3D state-of-the-art semantic segmentation architectures on the KiTS19 dataset; achieved full marks with a class-leading Mean Sørensen–Dice score of 78.

• Reproduced nnU-Net pipeline end-to-end on Nvidia H200, A200 chips and published a concise report.

• Continued tuning to achieve official KiTS19 leaderboard ranking of #57 with improved Dice score of 0.9129

Medical Software WebApp

Alpha-Cure Medical Centre

Contract work to rebuild Best Practice Software desktop program as a remotely deployed web application.

• Scored a High-Distinction in this term-long project.

• Backend built in Python with Flask. Database in Azure SQL. Frontend built with React. Testing and coverage with Pytest and Cypress. Delivered in Docker.

Dead Tree Segmentation

Kaggle

Semantic Segmentations of live and dead trees from Satellite images.

• Read and implemented the UNet paper / architecture from scratch.

• Combined Dice and Focal loss to address 97% class imbalance. Raw IoU 0.66.

• 31,034,690 parameter count across encoder-decoder hierarchy. 0.71 IoU validation after morphological post-processing.

• Parallelised on High-Powered Compute with CUDA.

Math Map

Oct 2025 – present

3D map of mathematics, including high school, university, and research topics, with trading-card style visualisations.

• Built in Svelte, using an existing colour scheme and codebase from Shrine.

• JSON data backend with prerequisites visualised as floating arrows.

• Clickable cards with contributor and topic search functionality.

Bytelocker

June 2025 – present

Neovim plugin for quick buffer/region encryption and decryption; third refactor of a university project.

• Excellent region-level and full-file encryption bound to a small set of key mappings.

• Integrates smoothly into an existing Neovim workflow.

Timeline

May 2022 – present

An expanded Shrine. 2D visualisation of notable people, books and artworks plotted on a timeline.

• Built in Svelte to learn the framework.

• Images and historical facts included.

Game of Life

May 2025 – July 2025

Minimal JS Canvas implementation of Conway's Game of Life.

• Heatmap variant included.

Mathematical Tools

Mar 2025 – present

Collection of handy mathematical calculators and converters.

• Common number theory, stats, algebra, linear algebra, and unit/base converters served over a RESTful Go API.

• Static frontend deployed behind Nginx with a systemd service and HTTPS.

BookBot

Feb 2025 – present

Chatbot to discuss public-domain books with a GPT agent.

• OAuth2/JWT auth; vector search using embeddings in pgvector.

• Persistent block storage with caching and live processing status.

• Bun, Typescript, PostGreSQL, OpenAI

10,000 Hours of ML

Aug 2024 – present

Monolithic repository of self-contained Jupyter notebooks exploring AI, ML, CV, RL, and NLP.

• Version-controlled experiments and interview problems.

• Implementations for a wide variety of architectures and algorithms; supervised and unsupervised.

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Software Engineer, Architect

Sydney, NSW

2024 – present

Technical Consultant

• Deployed, configured and version-controlled Frizz Ande's site and corresponding mail-server.

Contributor

Remote

2021 – present

Open Source

• Opened first issue on a Roam Research theme, and my first pull request on a plugin.

• Patched Mopidy source code; continued bug reporting in various repositories

• Version controlled answers to textbook exercises and built my own original apps and plugins.

Private Tutor

Eastwood, Sydney

2019 – 2023

Self-employed

• Coached high-school students in Mathematics and English; structured weekly drills and feedback to move grades from C/D ranges toward A/B.

Presenter

NSW

Jan 2022

Connect Education

• Built and delivered intensive "crash-course" seminars in Mathematics and English to HSC cohorts.

• Produced all slides and handouts in LaTeX.

Classroom Tutor

Eastwood, Sydney

2020 – 2021

XCD Education

• Produced and marked HSC English materials at scale; collaborated with staff on delivery timelines.

• Scaled a Notion workspace with deployable booklets tethered to proprietary databases.

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Volunteer

West Ryde, Sydney

Nov 2021 – Dec 2022

St. Vincent de Paul

Giving back to the community is good. Doing that by shelving books is even better.

• Carried heavy objects around

• Shelved and unshelved books

Volunteer

Rhodes; Paramatta

2024 – present

Parkrun

Mens sana in corpore sano

• Sorting tokens (in quadratic time)

• Marshalling

• Barcode Scanning

Player, Captain, Coach

Sydney

2022 – present

Ultimate Frisbee

Engaged with this team-sport at many levels and in a number of enriching capacities:

• Local league player: NSU, Hills, Manly; coached (Hammertime) in Division 4

• University athlete representative: Silver Medal, 2023 University Nationals; Club Executive, 2024

• State Representative Athlete; MVP Medal Recipient

• National Club Open's and Mixed Player: Bench, Ironbark, Hills, NSU, Horizon, Manly

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First Aid HLTAID011/010/009

Sept 2024 – Dec 2026

Australian Training Institute

F2F Barista Skills Training

Oct 2025 – present

TCP Training

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• Available upon request