👋 Hey there! Welcome to my Github profile!

🎓 I'm a data science master's student who loves diving into the world of numbers and patterns. Passionate about NLP, system architectures, large-scale computing, and statistics, I enjoy exploring the fascinating intersections between them.

Academic Research

My Google Scholar page !

Date	Conference	DOI	Title	Abstract	Code
5 Feb 2024	EACL's NLP4HR	arXiv:2402.03242 [cs.CL]	JOBSKAPE: A Framework for Generating Synthetic Job Postings to Enhance Skill Matching	We introduce JobSkape, a framework to generate synthetic data that tackles these limitations, specifically designed to enhance skill-to-taxonomy matching. Within this framework, we create SkillSkape, a comprehensive open-source synthetic dataset of job postings tailored for skill-matching tasks. We introduce several offline metrics that show that our dataset resembles real-world data. Additionally, we present a multi-step pipeline for skill extraction and matching tasks using large language models (LLMs), benchmarking against known supervised methodologies. We outline that the downstream evaluation results on real-world data can beat baselines, underscoring its efficacy and adaptability.	https://github.com/magantoine/JobSkape/tree/main
20 Sep 2023	NAACL	arXiv:2309.11381 [cs.CL]	Studying Lobby Influence in the European Parliament	We present a method based on natural language processing (NLP), for studying the influence of interest groups (lobbies) in the law-making process in the European Parliament (EP).	X

Some of my open-source projects

Start Date (MM/YYYY)	Name	Type	Description	Tech Stack	Team Size
06/2021	Notify Me SenPy	Personnal	Productivity tool that let's you track your Python scripts' execution from your smartphone and receive notifications.	Python - Django - React Native	4
05/2022	Journey Planner	Academic	Robust and efficient Public Transport journey planning in Switerland.	Spark - Pandas - HDFS	4
04/2020	CoronHackathon	Personnal	Social Mobile App created in a 72 hours Hackathon, for home-entertainment during lockdown.	Spring Boot (Java) - React-Native	8
04/2022	TicTacToe	Academic	Teaches a Reinforcement Learning algorithm how to play Tic Tac Toe	Python - PyTorch	2
03/2022	Distributed Recommender System	Academic	Distributed Recommender System	Scala - Spark	2
10/2021	Polarity Of Debate Around Climate Change	Academic	Investigate all the interventions made by political personalities in the news paper for 10 years and study how the debate gets more and more polarize	Python	4
03/2022	Active Learning Algorithm for Efficient and Robust LLM training	Academic	Creates an Active Learning algorithm to train LLMs with fewer samples and to mitigate unbalanced sampling bias	Python - HuggingFace	3
06/2021	modforge	Personnal	Python productivity tool to complete the Senpy suite. WIP	Python	4

Antoine Magron's Projects

covidsocialapp

Social Mobile App created in the context of LauzHack against Covid-19, a 72 hours Hackathon in a team of 8. It provides entertainment to people during lockdown by enabling to share challenges and activities ideas