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Baptiste AudugéB. Audugé

Applied AI · Machine learning

Baptiste Audugé

Engineering student at CentraleSupélec (Université Paris-Saclay), previously Sorbonne Université. I build applied AI and real-time systems that have to work outside the notebook — for uranium mines, financial advisors, and a live-streamed ATM.Engineering student at CentraleSupélec. I build applied AI and real-time systems that have to work outside the notebook — for uranium mines, financial advisors, and a live-streamed ATM.

Looking forRole
6-month role in applied AI / machine learning — internship, VIE or fixed-term contract6 months in applied AI / ML — internship, VIE or fixed-term
StartingFrom
February or March 2027
Where
Asia, the US or Canada

Math, applied AI,
and systems that ship.

I started programming at 12 and never really stopped. I did a double bachelor's in mathematics and computer science at Sorbonne Université, then joined CentraleSupélec (Université Paris-Saclay), where I'm on a gap year before my final engineering year. The mathematics is what I lean on most — usually when an AI model does something I wasn't expecting.

Right now I'm a data science intern at Orano and lead developer at QSTNMRK, on art e-commerce and live-streaming projects. A few years of freelancing before that taught me to pin down what a client really needs, and to stay on the hook when something breaks after delivery.

Next, I want to work close to the people who have the problem — on hard technical problems, across different clients. I'm looking for a 6-month role from February or March 2027 — internship, VIE or fixed-term contract all work for me — in Asia, the US or Canada.Next, I want to work close to the people who have the problem — on hard technical problems, across different clients.

Experience

Jul 2026 — Jan 2027
● Current

Data Scientist Intern, Deep Learning · Orano

Global nuclear fuel cycle company, from uranium mining to recycling. orano.group ↗︎

  • Traced the errors of a production model planning well cleaning across uranium mines to an overlooked factor: interactions between neighboring wells.
  • Designed a physics-informed replacement — a Transformer with spatio-temporal cross-attention coupled to a Neural ODE, trained on 10,000+ well time series spanning up to 20 years.
  • Built the extraction from mine monitoring systems (SQL, REST) and found ~30% of legacy data silently imputed.
  • PyTorch
  • Transformers
  • Neural ODE
  • Physics-informed ML
  • SQL
  • Claude Code + MCP

Jan 2024 — Present
Part-time

Lead Developer · QSTNMRK

Art collective — e-commerce, IoT and live-streamed works.

  • Built The Last Dollar end to end, featured in designboom: ATM hardware over MQTT, and a streaming stack whose cost stays flat regardless of audience size.
  • Launched 3 artistic e-commerce sites on very short deadlines: The Undrinkable Can, The American Roulette and The Last Dollar.
  • Implemented Stripe payments, MQTT device messaging and Redis caching to keep the sites responsive through traffic spikes.
  • React
  • NestJS
  • Stripe
  • MQTT
  • Redis
  • MediaMTX + HLS
Nov 2020 — Sep 2024

Freelance — three clients

Nov 2020 — Sep 2024 · Fintech and insurance products, built alongside my studies.

2023 — 2024

Fullstack Developer · Logic Invest

  • Built financial simulators for French income tax, the Pinel property investment scheme and PER retirement savings plans.
  • Automated lead delivery to clients by lead-type preference, removing most of the manual handling.
  • Set up a Storybook design system so the company's web apps stopped drifting apart visually.
  • React
  • NestJS
  • TypeScript
  • Prisma
  • Storybook
  • Zoho CRM
· Site ↗︎

Jun 2022 — Sep 2024

Product Developer · Monaliza

B2B2C financial products distributor.

  • Wrote the financial formulas behind a retirement savings simulator with three paths: raise retirement income, reduce taxes, or build capital.
  • Set up the servers, development environments and monitoring with Traefik, Prometheus and Grafana.
  • React
  • NestJS
  • TypeScript
  • HubSpot
  • Insurer APIs
  • Grafana
· Site ↗︎

Nov 2020 — Jul 2022

Fullstack Developer · Lexem

  • Built and iterated on the financial simulators driving the company's SEO and SEA campaigns as the market got more competitive.
  • Designed a web app for digital client files and advisor booking — still part of the company's sales operations when it was partially acquired.
  • Administered the internal Salesforce CRM with an external team at BayBridgeDigital.
  • React
  • PHP
  • MySQL
  • TypeScript
  • NestJS
  • Salesforce
· Site ↗︎

Projects

AI & Data · 4

Nov 2025Private

Autonomous Vehicle for Urban Delivery

A small delivery vehicle on Raspberry Pi and Arduino that detects its track by image processing, computes steering, and drives the motors through turns in an urban-like course.

  • Computer vision
  • Raspberry Pi
  • Arduino
  • Control
Jun 2024Private

Graphical Models for Financial Dependency

Estimates conditional dependencies between MSCI World assets with Graphical Lasso. The recovered network hinges on regularization, so most of the work was model selection and rolling-window validation.

  • Python
  • Graphical Lasso
  • Statistics
  • Finance
May 2024 · with Bouygues TelecomMay 2024 · Bouygues TelecomPrivate

Anomaly Detection on a LoRaWAN IoT Network

A Spark pipeline over large-scale LoRaWAN logs that flags devices and traffic behaving abnormally and points at likely causes — unsupervised, on time-series features.

  • PySpark
  • IoT
  • Time series
  • Anomaly detection
May 2023 · LIP6Code ↗︎

Content-Based TV Show Recommendation

A recommender built on subtitle text rather than ratings, with TF-IDF, K-Means and a perceptron. Supervised by Nicolas Baskiotis; results turned out to hinge on preprocessing.

  • NLP
  • Python
  • Scikit-learn
  • Keras

Systems & Algorithms · 2

Nov 2023Code ↗︎

Picross Solver (C++)

Two strategies: fast dynamic programming, then exhaustive backtracking with forward checking for the puzzles the first can't finish.

  • C++
  • Dynamic programming
  • Backtracking
Apr 2023Code ↗︎

Git-Like Version Control (C)

A small local VCS in C: init, stage, commit, branch, check out earlier versions, and merge.

  • C
  • Data structures
  • Operating systems

Coursework — Sorbonne Université

Skills

Machine learning

  • PyTorch
  • Transformers
  • Neural ODEs
  • Physics-informed ML
  • Time series
  • Scikit-learn

Data

  • SQL
  • REST APIs
  • Spark · PySpark

Tools & infra

  • Claude Code · MCP
  • Prometheus · Grafana

Web & real-time

  • React
  • NestJS
  • Prisma
  • Stripe
  • Redis
  • MQTT
  • MediaMTX · HLS

Languages

  • Python
  • TypeScript
  • C
  • C++
  • Java
  • OCaml
  • PHP