Auxance · Hub
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Software engineer heading into ML research. Five years from now, I want to be one…

WhatI'mdoingrightnow.

LEARNING

AI Journey — word embeddings, by hand

Deep in the representations chapter of AI Journey: how words become vectors — co-occurrence, word2vec, skip-gram, negative sampling — implemented in NumPy before any framework touches it. The rule stands: never train a model I can’t explain.

BUILDING

JobMatch — Demoday, July 2026

Shipping the matching platform for Demoday: local CV extraction with Ollama, offers aggregated from four sources, an explainable 0–100 score.

WRITING

The Substack journal

Writing the first entries of the road-to-the-PhD journal — what I learn, what breaks, what changes my mind. It plugs into the Journal section the moment it goes live.

RoadnotestowardthePhD.

Substack ↗
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J.Auxance — AI Journey

Why I'm documenting my road from dev to ML research

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Selectedwork.

  1. 01AI JourneyLearning

    The public log of a transition from systems programming to AI — math, ML fundamentals and end-to-end projects, with one rule: never train a model I can’t explain.

  2. 02JobMatchBuilding

    A CV ↔ job-offer matching platform: a local LLM reads the résumé, then every aggregated offer gets an explainable 0–100 compatibility score.

  3. 03ManagerShipped

    Count the days, keep the log — a local-first desktop app for discipline: day counter, focus timer, planner, journal. Free forever, no account, no tracking.

  4. 04StelaShipped

    A minimalist, glassy Markdown notes app for Windows — plain .md files synced straight to your own Google Drive. No server, no tracking, no lock-in.

All code · GitHub ↗

Let'stalk.

Open to ML research collaborations, and quiet conversations about the path

[email protected]

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