180 Emplois pour Pytorch - France
Artificial Intelligence Architect
Aujourd'hui
Emploi consulté
Description De L'emploi
Artificial Intelligence Architect - Python, LLMs, AI
OB are partnered with a Global FinTech Payments business, who are looking to expand their AI presence by hiring an Artificial Intelligence Architect , to help spearhead AI driven solutions across the business to add value and improve business outcomes.
In this role, you'll work with Data Scientists/Engineers, Product Managers and Software Engineers to design and architect, innovative and scalable AI systems, whilst researching new AI tech to ensure the most up to date tech is being used.
Artificial Intelligence Architect - Python, LLMs, AI
Key Skills and Experience:
Bachelors degrees in Computer Science, Machine Learning or Artificial Intelligence
Strong skills with Python & LLM's
Deep experience with Architecting LLM driven applications
Experience with Cloud Infrastructure and DevOps practices
Fluent English skills are also essential
This role is fully remote for candidates based in France
Pays €100k-€120k depending on skills and experience
To be considered you must be based in Spain and have full rights to work
Artificial Intelligence Architect - Python, LLMs, AI
Artificial Intelligence Engineer
Aujourd'hui
Emploi consulté
Description De L'emploi
Les LLM, le RAG et les API IA n'ont plus de secret pour toi ?
Tu veux rejoindre un projet ambitieux autour de l'IA générative et prédictive, tout en faisant grandir une équipe technique motivée et impliquée ?
Toporder t'attend.
Nous concevons des solutions SaaS pour simplifier la vie des commerçant·es : gestion centralisée, automatisation, performance.
Notre priorité : la qualité produit et une expérience utilisateur fluide et efficace.
Ce que tu vas faire
En lien direct avec les équipes produit, design et backend, tu seras chargé·e de :
* Concevoir et intégrer des applications IA basées sur les LLM et le RAG (vector DB, embeddings, retrieval).
* Développer des modèles prédictifs (prévisions, recommandations, classification).
* Créer et maintenir des API IA exploitables par nos produits SaaS.
* Optimiser les performances, la scalabilité et les coûts des solutions IA mises en production.
* Assurer une veille continue et proposer de nouveaux cas d'usage IA concrets.
Tes objectifs
* Des solutions IA robustes, sécurisées et prêtes pour la production.
* Des livraisons régulières avec un haut niveau de qualité.
* Un impact direct sur la valeur business générée par l'IA.
Tes maîtrises
2 à 5 ans d'expérience en Machine Learning / Data Science appliquée.
Très bonne maîtrise de
Python
et des librairies IA (scikit-learn, PyTorch ou TensorFlow).
Expérience avec les
LLM
et frameworks comme
LangChain, LlamaIndex, Hugging Face
.
Bonnes connaissances des architectures
RAG
(vector DB type Pinecone, Weaviate, FAISS).
Compétences en développement d'
API
(FastAPI, Flask, etc.) et déploiement (Docker, CI/CD).
Culture data solide : SQL, ingestion/traitement de données, data cleaning.
Bonus : une expérience sur le cloud (AWS, GCP, Azure) ou MLOps.
Pourquoi rejoindre Toporder ?
Liberté d'action : une grande autonomie et la possibilité de tester tes idées.
Environnement stimulant : une petite équipe jeune, soudée, avec des grands projets à mener.
Impact direct : tu construis des briques technologiques stratégiques pour notre croissance.
Package et avantages
Salaire annuel : entre 39K et 50k €
Autonomie et apprentissage en continu
Équilibre vie pro / perso respecté
Une ambiance conviviale, beaucoup d'écoute et de bienveillance
2 séminaires par an pour échanger, apprendre et se ressourcer
Ce que nous offrons en plus :Remboursement à hauteur de 60% de ton abonnement TCL
Prime de transport
Prime vacances
Tickets Restaurant
Épargne salariale liée aux objectifs et à la satisfaction client
Prime de parrainage recrutement
Mutuelle SwissLife
Artificial Intelligence Consultant
Aujourd'hui
Emploi consulté
Description De L'emploi
Senior AI Consultant – Paris, France
We are seeking an experienced
Senior AI Consultant
to join our growing team in Paris. This is an opportunity to work on cutting-edge AI and data projects, advising clients on best practices and delivering scalable, secure, and impactful solutions across diverse industries.
What you'll do:
- Capture client requirements and design AI solution architectures tailored to business needs
- Build and operationalise ML and GenAI solutions using Azure ML, Synapse, Databricks, and Microsoft Fabric
- Develop and automate data pipelines and workflows with Azure ML Pipelines and DevOps
- Deploy AI solutions at scale, ensuring best practices in coding, security, and CI/CD
- Present insights and recommendations to stakeholders using Power BI and Azure AI Services
What we're looking for:
- Strong experience in
data science, ML, or AI engineering - Proficiency in
Python, SQL
and modern ML/LLM frameworks - Hands-on expertise with
Azure AI/ML ecosystem
(Azure ML, Fabric, Synapse, Databricks) - Familiarity with
data integration tools
such as Azure Data Factory - Knowledge of responsible AI, bias mitigation, and data privacy considerations
- Excellent stakeholder management, problem-solving, and communication skills
- Microsoft AI/Data Scientist certification and prior consultancy experience are a plus
Location:
Paris (hybrid working model)
A chance to work in a collaborative, innovative environment with strong career growth and learning opportunities.
For more information please get in touch at Giuseppe.-
Global Artificial Intelligence PMO
Publié il y a 2 jours
Emploi consulté
Description De L'emploi
As Global AI PMO, you will be at the heart of Biocodex's AI journey, ensuring visibility, alignment, and impact of all AI projects across the Group. You will orchestrate the AI portfolio worldwide, drive governance excellence, and enable strategic decision-making by connecting business priorities with cutting-edge AI execution.
Your Responsibilities
- Portfolio Orchestration :
Manage and maintain a clear, structured view of all AI projects across departments and countries - Strategic Alignment :
Ensure AI projects support business goals, maximize impact, and contribute to the Group AI roadmap - Governance & Standard
s : Define, promote, and enforce project governance frameworks (templates, rituals, reporting, KPIs) - Performance Tracking :
Monitor progress, risks, ROI, and budgets to ensure value creation - Cross-functional Coordination :
Act as a connector between AI Factory, IT, Compliance, Data, and Business Units - Leadership Support :
Assist the Head of AI in planning, consolidation, communication, and executive reporting - Change Management
: Promote AI literacy and cultural adoption across teams
Your Profile
- 5+ years in PMO, project management, or transformation roles (healthcare, pharma, or tech preferred)
- Strong organizational, analytical, and communication skills
- Experience with agile and hybrid project management methods
- Fluent in English and French
- Passion for AI and its impact on business, healthcare, and society
Other Information
Type of contract: permanent contract
Localization : Gentilly
Position open to people with disabilities
Why Biocodex?
Our four values are driving forces and bonds for all teams: we play collectively; we shape fair relations; we dare to innovate; we care for our ecosystem.
At Biocodex, we do not discriminate on the basis of gender, age, disability, nationality or sexual orientation. In fact, we welcome diversity, which we recognize as a source of strength for the company.
At Biocodex, our CSR approach is an holistic one to reconcile the « 4P's »: « People, Planet, Profit and Purpose » and we also ensure that our employees are provided with necessary and relevant tools for both their personal and professional development, while offering them competitive advantages and services.
Product Manager Artificial Intelligence
Aujourd'hui
Emploi consulté
Description De L'emploi
At Chanel, the digital transformation of our operational landscape is accelerating, with a growing focus on harnessing advanced analytics and artificial intelligence (from ML to LLM and Agentic) to optimize our supply chain, sales performance, boutique operations…. As Product Manager AI, you will be a key player within a rapidly evolving Data & Analytics team that is currently being reorganized around groups of data domains, so it is better positioned to meet the needs of our internal partners.
You will be responsible for defining and building impactful AI and advanced analytics solutions to ensure that our divisions and markets benefit from robust, innovative, and actionable AI-driven tools.
Reporting to the Analytics Manager Finance, Operation and Sales, you will lead a multidisciplinary squad (of Data Scientists and ML Engineers) and collaborate closely with our Tech team as well as our supply chain, sales and boutique operations experts. You will operate within an agile framework, overseeing the lifecycle of AI products from discovery and validation to continuous improvement, always focused on delivering measurable business value.
Your main missions:
Squad Leadership
- Lead a squad of Data Scientists and ML Engineers in an agile (Scrum-like) environment
- Foster a culture of trust, technical excellence, and innovation, encouraging initiative and an entrepreneurial mindset
Product Management
- Define the vision, roadmap, and backlog for AI and advanced analytics products supporting supply, sales, and boutique operations
- Prioritize development and deployment efforts based on business impact and stakeholder needs
- Ensure rigorous methodologies for model evaluation, monitoring, and continuous improvement to guarantee effectiveness and relevance
- Champion the use of existing AI solutions and best practices, avoiding unnecessary reinvention
Collaboration
- Act as the central interface between Digital, Tech, supply, sales, and operations teams to ensure alignment and knowledge sharing
- Work closely with business stakeholders to understand their operational needs, translating them into tailored AI solutions
- Collaborate with the BI and Ad-hoc Analysis squads to ensure a unified data and analytics strategy across all domains, as well as the tech team to foster excellence in execution
- Build strong, trust-based relationships with business users, acting as a facilitator for change and innovation
Market & Technology Monitoring
- Stay ahead of industry trends, technological advancements, and competitive practices in AI and advanced analytics
- Identify opportunities to enhance processes and adopt new technologies, ensuring Chanel remains at the cutting edge
What Impact You Create At Chanel
Your leadership will transform complex operational data into clear, actionable AI-driven solutions that empower decision-making in supply, sales, and boutique management. Your products will directly support Chanel's performance, agility, and excellence at both local and market scales.
YOU ARE ENERGIZED BY
You thrive on leading multidisciplinary teams and delivering advanced AI products in fast-paced, high-stakes environments. You are passionate about operational excellence, data-driven decision making, and the practical application of AI in retail and luxury. You excel in communication, change management, and enjoy building bridges between technical and business teams.
What You Will Bring
- +5 years of significant experience in AI product management and delivery, ideally within supply chain, sales, or operations
- Strong expertise in data science (machine learning as well as LLM and agentic) & experience with model evaluation methodologies and MLOps
- Mastery of agile frameworks (Scrum, Kanban), with a strong product mindset applied to AI solutions
- Familiarity with data engineering concepts, data pipelines, and a good understanding of the AI technology landscape and maturity
- Excellent communication skills in both French and English, able to explain complex AI concepts to non-technical stakeholders
- Proven leadership, diplomacy, and the ability to drive projects in international, matrixed organizations
- Experience in the retail or luxury sector is a plus
What Chanel Can Offer You
At Chanel, you will have the unique opportunity to develop your AI product leadership and analytics expertise at the heart of a pioneering digital transformation. You will work alongside top-tier experts, tackle international challenges, and see the direct impact of your work on Chanel's operational excellence and innovation.
At Chanel, we are focused on creating an inclusive culture that nurtures personal growth, contributing to collective progress. We believe the uniqueness of each individual increases the diversity, complementarity and effectiveness of our teams. We strongly encourage your application, as we value the perspective, experience and potential you could bring to Chanel.
At Chanel, we are focused on creating an inclusive culture that nurtures personal growth, contributing to collective progress. We believe the uniqueness of each individual increases the diversity, complementarity and effectiveness of our teams. We strongly encourage your application, as we value the perspective, experience and potential you could bring to Chanel.
Robotics Artificial Intelligence Engineer
Aujourd'hui
Emploi consulté
Description De L'emploi
Join Nio Robotics as we expand our work in ML/RL for Aru's locomotion skills and behaviors, we are looking for talented and passionate
Machine Learning engineers with experience in learning based robotic locomotion
Seniority & profile :
- From
5 to 15 years
of professionnel experience in
software engineering. - Applied knowledge in learning based robotic locomotion (RL, RL/MPC, etc.).
- Strong knowledge of
robotics fundamentals - Strong knowledge of
machine learning fundamentals - Experience with
ML-ops
for robotics : simulator tools, deployment of neural network.
At
Master/Engineering degree
or
PhD levels.
You would work on the core control stack of Aru,
state-of-the-art planning and controls algorithms on real robot hardware to allow extensive agility and interaction abilities.
Nio Robotics, the makers of Aru
Nio Robotics
is a fast-growing robotic startup focusing on fundamental innovation to build
Aru
, an
agile and capable mobile robot
for a range of applications as wide as the catalog of tools Aru can carry and use.
From inspections in the most constrained spaces to maintenance through advanced interaction, painting and more.
Embark on a journey with us as we pioneer the future of robotics with Aru
The next step: From Prototype to Industrialization
With the start of our Early Adopter Program, Nio Robotics is gearing up for its most ambitious chapter yet We're moving to industrialization and field deployments. Brace yourselves for a surge in team size, production, partnerships, and the initiation of innovative projects.
The soul of Nio Robotics :
- Join an ambitious startup during the early stages for an exhilarating journey
- A small, tailored team pushing forward in the same direction
- Groundbreaking ideas and fast implementation
- With a wide age range, the team is close to 50% international
- Cultivate your skills in an environment designed for learning and professional growth
Your job will be challenging and meaningful
We're inviting you to be part of a thriving community where your skills are valued, where you improve alongside Aru and where the result of your work is more concrete than ever
Ideal and Comfortable Workplace:
Nio Robotics's offices in the heart of Toulouse are another thing making it easier to get up in the morning:
- Central offices
offering convenience and accessibility - Harness the power of cutting-edge technological tools and equipment
in constant evolution - Embrace flexibility with
1 to 2 days of home office per week
and extended periods during summer and winter holidays
Apprenticeship: Product Engineering Artificial Intelligence
Publié il y a 2 jours
Emploi consulté
Description De L'emploi
Do you want to be part of a team that harnesses the power of Artificial Intelligence (AI) and Machine Learning (ML) to revolutionize semiconductor manufacturing? As a student in our Product Engineering team, you will have the opportunity to work on exciting projects. You will also design, develop, and deploy AI and ML models to solve real-world problems. If you're eager to apply your skills in data analysis, AI, and ML to make a tangible impact on our business, and want to gain hands-on experience in a dynamic and innovative environment, then apply now and join our team in Provence
Job Description
We are seeking a highly motivated and enthusiastic student to join our team as an Artificial Intelligence (AI) focused Product Engineer. As a Product Engineer, you will be responsible for developing tools and improving processes based on AI and ML that meet the needs of our team. You will work closely with cross-functional teams, including manufacturing engineers, test engineers, and product engineers, designers to develop and launch innovative analytical tool.
In your new role you will:
- Collect, analyze, and model large datasets to identify trends, patterns, and correlations that can inform business decisions and improve manufacturing processes
- Design, develop, and deploy AI and ML models to solve problems in semiconductor manufacturing, such as predictive analysis, yield optimization, cost reduction and defect detection
Your Profile
You are a collaborative and communicative individual with a strong ability to work effectively with cross-functional teams, driving success through open communication and active collaboration. You thrive in an international environment, where you can leverage your excellent communication and organizational skills to support your team and contribute to the company's goals.
You are best equipped for this task if you:
- Are enrolled in a Master's degree in Computer Science, Electronics and Electrical Engineering, or a related field
- Have a strong background in AI and ML algorithms, including supervised and unsupervised learning, deep learning, and natural language processing
- Possess knowledge in electronics or semiconductor physics
- Are experienced with software development, including programming languages such as Python, C++, R, Java or others
- Are familiar with source code repository e.g. GIT, GitHub, GitLab
- Understand software development methodologies, including Agile and DevOps
- Are fluent in English, both writing and speaking
Please send us your
CV in English
so we can get to know you better.
Contact:
Ana Pacheco, LinkedIn
#WeAreIn for driving decarbonization and digitalization.
As a global leader in semiconductor solutions in power systems and IoT, Infineon enables game-changing solutions for green and efficient energy, clean and safe mobility, as well as smart and secure IoT. Together, we drive innovation and customer success, while caring for our people and empowering them to reach ambitious goals. Be a part of making life easier, safer and greener.
Are you in?
– Automotive (ATV) shapes the future of mobility with microelectronics enabling clean, safe, and smart cars –
The ATV division is shaping the future of mobility by enabling clean, safe, and smart cars. Its product and solution offering is powering the decarbonization and digitalization of vehicles. By driving the transition to hybrid and purely electric vehicles, ATV is making a valuable contribution to cleaner roads. ATV is also increasingly digitalizing cockpit, infotainment, comfort, and lighting applications as it takes automated driving to the next stage with higher levels of connectivity, security, and safety.
The ATV portfolio integrates sensors, microcontrollers, high-performance memories for specific applications, power semiconductors based on silicon and silicon carbide, as well as components for human-machine interaction and vehicle connectivity. Infineon is the world leader in automotive semiconductors.
We are on a journey to create the best Infineon for everyone.
This means we embrace diversity and inclusion and welcome everyone for who they are. At Infineon, we offer a working environment characterized by trust, openness, respect and tolerance and are committed to give all applicants and employees equal opportunities. We base our recruiting decisions on the applicant´s experience and skills.
We look forward to receiving your resume, even if you do not entirely meet all the requirements of the job posting.
Please let your recruiter know if they need to pay special attention to something in order to enable your participation in the interview process.
Click here for more information about Diversity & Inclusion at Infineon.
Soyez le premier informé
À propos du dernier Pytorch Emplois dans France !
C++/HPC engineer position at CEA – MLIR/JAX/PyTorch/Kokkos
Publié il y a 2 jours
Emploi consulté
Description De L'emploi
Get full description in PDFDownload
Context
The European HPC landscape is transforming rapidly with the emergence of
Exascale
systems like the upcoming
Alice Recoque
supercomputer at
CEA
. These heterogeneous architectures require new programming paradigms to maintain performance and portability across varied GPU and CPU vendors. To address this challenge, the
CExA "Moonshot"
initiative contributes to key software infrastructure like
Kokkos
and leverages modern compiler frameworks such as
MLIR
(Multi-level Intermediate Representation) to establish a sustainable approach for domain experts to develop their applications without deep understanding of the modern programming models and architectures. For this purpose, we will explore the coupling technology of kokkos/python with MLIR to allow code developers to maintain kokkos codes only with the python expertise. As a case study, we will port a legacy fortran application for MDFT (Molecular Density Functional Theory) with modern programming approaches including Kokkos, Kokkos/python and python. Then, we will evaluate the performance portability, readability, productivity and mainatinability aspects of each approach to find a reasonable programming model to develop a code for domain scientists. This position is part of CExA's efforts to integrate advanced techniques, including
JAX-based or PyTorch-based AI models
, into our HPC workflows, fostering hybrid workloads that combine simulation and machine learning.
Mission
As a core member of the MDFT and CExA teams, your mission will be to
develop, prototype, and evaluate tools and methodologies
for performance optimization of MLIR-Kokkos-based HPC applications.
Your Main Responsibilities Will Include
Tooling Development
introduce a Kokkos dialect in MLIR as an intermediate representation of Kokkos
Implement a translation infrastructure (based on potentially existing intermediate dialects) between Kokkos and JAX
Code Optimization
Profile and optimize MDFT across multiple architectures (Nvidia GPUs, AMD CPUs/GPUs, Intel CPUs)
Evaluate integration opportunities for AI-based models via JAX or PyTorch to support hybrid workflows
Collaboration & Outreach
Collaborate with other CEA teams and international partners (Europe, US, Japan)
- Present results in conferences, workshops, and open-source contributions
Skills
You are a passionate engineer with a background in scientific computing and a drive to push the boundaries of performance portability.
Must-have
- Experience with LLVM, or compiler infrastructure
- Proficiency in modern C++ (17 or later)
Bonus
- Experience with performance optimization and profiling tools (e.g., VTune, Nsight)
- Familiarity with Kokkos or other GPU portability frameworks
- Familiarity with MLIR, or compiler infrastructure
- Solid software engineering practice: git, cmake, CI/CD, unit testing
- Knowledge of JAX or PyTorch and interest in ML or DL for scientific applications
Salary & Benefits
- Competitive salary based on experience and qualifications
- Up to 3 remote days/week
- 75% reimbursement of public transport costs
- 5 weeks of vacation + 4 weeks RTT
- International exposure: conferences, workshops, and collaborative projects
- Health insurance, retirement savings plans, and more
Apply now
Send your
CV
and
cover letter
to Applications will be reviewed continuously until the position is filled.
CDD: NodeJS / TypeScript Developer - Artificial Intelligence - M/F

Publié il y a 12 jours
Emploi consulté
Description De L'emploi
At SAP, we keep it simple: you bring your best to us, and we'll bring out the best in you. We're builders touching over 20 industries and 80% of global commerce, and we need your unique talents to help shape what's next. The work is challenging - but it matters. You'll find a place where you can be yourself, prioritize your wellbeing, and truly belong. What's in it for you? Constant learning, skill growth, great benefits, and a team that wants you to grow and succeed.
**What you'll build**
SAP is integrating AI solutions across all its products. Our R&D team is developing SAP Joule Studio, a low-code solution that allows clients and partners to extend the functionalities of Joule, SAP's generative AI assistant, in a graphical and intuitive way.
By joining our team, you will work on concrete AI-related use cases and on the integration of a cloud product deployed worldwide.
As a developer, you will actively participate in the design and implementation of new features. Your main responsibilities will be to:
+ Conduct in-depth technical studies and create prototypes.
+ Develop and integrate these innovations into the SAP Joule Studio solution.
+ Ensure code quality through unit and integration tests.
+ Provide product maintenance and support
**What you bring**
We are looking for an IT engineer specializing in AI, ready to take on new challenges
Key Technical Skills:
+ Proficiency in JavaScript, TypeScript, or Java development in a cloud environment.
+ Significant experience with AI technologies, particularly Large Language Models (LLMs) and frameworks like LangChain.
+ Knowledge of Web design is a plus.
Interpersonal Skills:
+ You have an excellent team spirit and are self-sufficient.
+ You are rigorous and have a great capacity for learning.
+ Your involvement and adaptability allow you to quickly familiarize yourself with new technologies.
+ You are fluent in French and English
**Where you belong**
You will join a dynamic team, based at SAP France's headquarters in Levallois-Perret, responsible for the development, integration, and validation of components for SAP Joule Studio.
You will be required to collaborate regularly with other SAP teams internationally (Germany, India, etc.)
**Duration** : 6 months
**Start date:** October - November 2025
Remuneration aligned with the collective agreement (Convention SYNTEC) and SAP's salary grid.
#SAPNextGen #SAPBTPEXCareers #SAPBuildCareers
**Bring out your best**
SAP innovations help more than four hundred thousand customers worldwide work together more efficiently and use business insight more effectively. Originally known for leadership in enterprise resource planning (ERP) software, SAP has evolved to become a market leader in end-to-end business application software and related services for database, analytics, intelligent technologies, and experience management. As a cloud company with two hundred million users and more than one hundred thousand employees worldwide, we are purpose-driven and future-focused, with a highly collaborative team ethic and commitment to personal development. Whether connecting global industries, people, or platforms, we help ensure every challenge gets the solution it deserves. At SAP, you can bring out your best.
**We win with inclusion**
SAP's culture of inclusion, focus on health and well-being, and flexible working models help ensure that everyone - regardless of background - feels included and can run at their best. At SAP, we believe we are made stronger by the unique capabilities and qualities that each person brings to our company, and we invest in our employees to inspire confidence and help everyone realize their full potential. We ultimately believe in unleashing all talent and creating a better world.
SAP is committed to the values of Equal Employment Opportunity and provides accessibility accommodations to applicants with physical and/or mental disabilities. If you are interested in applying for employment with SAP and are in need of accommodation or special assistance to navigate our website or to complete your application, please send an e-mail with your request to Recruiting Operations Team:
For SAP employees: Only permanent roles are eligible for the SAP Employee Referral Program ( , according to the eligibility rules set in the SAP Referral Policy. Specific conditions may apply for roles in Vocational Training.
Qualified applicants will receive consideration for employment without regard to their age, race, religion, national origin, ethnicity, gender (including pregnancy, childbirth, et al), sexual orientation, gender identity or expression, protected veteran status, or disability, in compliance with applicable federal, state, and local legal requirements.
Successful candidates might be required to undergo a background verification with an external vendor.
**AI Usage in the Recruitment Process**
For information on the responsible use of AI in our recruitment process, please refer to our Guidelines for Ethical Usage of AI in the Recruiting Process ( .
Please note that any violation of these guidelines may result in disqualification from the hiring process.
Requisition ID: | Work Area: Software-Design and Development | Expected Travel: 0 - 10% | Career Status: Professional | Employment Type: Limited Full Time | Additional Locations: #LI-Hybrid
Ph.D. (M/F) in software engineering and artificial intelligence
Aujourd'hui
Emploi consulté
Description De L'emploi
Cette offre est disponible dans les langues suivantes :
- Français- Anglais
Date Limite Candidature : mercredi 1 octobre :59:00 heure de Paris
Assurez-vous que votre profil candidat soit correctement renseigné avant de postuler
Informations généralesIntitulé de l'offre : Doctorant (H/F) en génie logiciel et intelligence artificielle
Référence : UMR5800-ROMROB-001
Nombre de Postes : 1
Lieu de travail : TALENCE
Date de publication : mercredi 10 septembre 2025
Type de contrat : CDD Doctorant
Durée du contrat : 36 mois
Date de début de la thèse : 1 décembre 2025
Quotité de travail : Complet
Rémunération : La rémunération est d'un minimum de 2200,00 € mensuel
Section(s) CN : 06 - Sciences de l'information : fondements de l'informatique, calculs, algorithmes, représentations, exploitations
Amélioration des LLM avec des données de code structurées pour une
meilleure compréhension et génération de code
Les grands modèles de langage (Large Language Models, LLM) ont transformé le
développement logiciel en fournissant des outils puissants pour la génération, la
documentation, le débogage et la refactorisation de code. Leur capacité à
comprendre les requêtes en langage naturel et à générer des extraits de code de
type humain les rend très utiles aux développeurs. Les LLM peuvent contribuer à
l'automatisation des tâches répétitives, à la fourniture d'explications et à la
génération de suggestions de code, améliorant ainsi la productivité et réduisant les
erreurs. L'émergence récente d'agents de codage, qui exploitent les LLM mais
bénéficient d'une autonomie croissante, promet d'amplifier cette tendance.
Malgré leurs atouts, les LLM présentent des limites lorsqu'il s'agit de gérer des
données hautement structurées telles que le code source. L'un des principaux
problèmes est que les LLM sont entraînés sur des données textuelles diverses, qui
peuvent ne pas capturer la structure et la sémantique complexes du code. Cela
peut entraîner des inexactitudes, notamment dans des situations telles que la
compréhension de bases de code complexes et la génération de code
contextuellement pertinent. De plus, les LLM s'appuient souvent sur des
techniques de génération augmentée par récupération (RAG), qui peuvent s'avérer
inefficaces et ne pas toujours fournir les extraits de code ou le contexte les plus
pertinents. En revanche, les agents de codage peuvent explorer une base de code
de manière semi-autonome, mais ce processus peut s'avérer long (et coûteux),
soumis aux mêmes contraintes.
L'objectif de cette thèse est d'exploiter les informations structurées présentes
dans le code source afin d'améliorer les informations contextuelles envoyées à un
LLM, qu'il soit autonome ou intégré à un agent de codage. La thèse s'appuiera sur
des outils d'analyse de code statique pour construire une représentation
structurée du code source et explorera les moyens les plus efficaces de
communiquer cette structure aux LLM. Elle explorera des approches structurées
de la RAG, des approches exploitant l'utilisation d'outils, ainsi que des approches
basées sur l'apprentissage, telles que l'affinage ou l'apprentissage par
renforcement de LLM spécialisés, afin de sélectionner les éléments de code
pertinents ou d'écrire des requêtes d'analyse statique pour sélectionner ces
éléments
La thèse se déroulera au LaBRI au sein de l'équipe Progress.
Le poste se situe dans un secteur relevant de la protection du potentiel scientifique et technique (PPST), et nécessite donc, conformément à la réglementation, que votre arrivée soit autorisée par l'autorité compétente du MESR.