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Ingénieur IA générative - Expert

Ingénieur IA générative - Expert

On site

Walloon Region, Belgium

Freelance

18-10-2024

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Job Specifications

afarax cherche un Ingénieur IA générative - Expert freelance. Nous avons besoin de vous!

Le projet:
Notre client dans le secteur de l’énergie cherche un Ingénieur IA générative - Expert pour renforcer son équipe.
Responsabilités :
Conception et développement de Chatbots RAG : collaborer avec le solution architect IA pour concevoir et développer des chatbots qui utilisent des sources de données externes (documents, FAQs, APIs) afin de fournir des réponses précises et contextualisées, en exploitant des techniques comme le Retrieval-Augmented Generation (RAG).
Création d’agents intelligents : développer des agents capables d'exécuter des tâches complexes telles que la recherche, l'édition et la mise à jour d'informations dans des bases de données comme Fabric, PostGres, CosmosDB, SQL et d’interragir avec d’autres applicatifs via APIs.
Déploiement et surveillance des modèles IA : déployer rapidement les solutions d'IA sur Azure, surveiller les performances à l'aide de KPI prédéfinis, et optimiser les modèles en fonction des résultats.
Optimisation des performances et des coûts : améliorer en continu les performances des solutions, tout en optimisant les coûts et garantissant la sécurité.
Participation à la stratégie IAgénérative: contribuer en tant qu'expert technique à l'élaboration d'une stratégie d'IA générative, ainsi qu'à la mise en place d'une gouvernance et d'un centre de compétences dédié.

Est-ce vous?
Expertise en mise en place de solutions IA générative sur Azure : le candidat doit avoir une expérience concrète dans l'utilisation des services Azure pour développer, tester et déployer des solutions IA, y compris Azure AI Studio, Copilot Studio, Azure AI Services et Azure AI Search.
Expérience en suivi de solutions IA générative sur Azure : le candidat doit avoir une expérience dans le montioring ainsi que dans suivi opérationnel et l’optimisation des performances (sur base de KPI définis techniques et fonctionnels) mais aussi des coûts, de solutions d’IA générative.
Expertise en solutions RAG : le candidat doit avoir mis en place des solutions RAG en utilisant des données structurées (bases de données, API) et non structurées (documents, images).
Ex : mettre à disposition un chatbot basés sur une ou plusieurs bibiliothèques documentaires mais aussi des informations personnelles obtenues depuis des données structurées après authentification de l’utilisateur
Expérience en agents IA : le candidat doit savoir créer et gérer des agents utilisant des promptflows pour automatiser des tâches répétitives de bout en bout, notamment via l’intégration de fonctions
Ex : créer une solution capable d’extraire le texte (OCR) de documents scannés, chercher les informations pertinentes, comparer les informations à celles disponibles via appel à des API, appliquer des business rules,…
Expérience en agents IA autonomes : le candidat doit pouvoir mettre en place et gérer opérationnellement des agents autonomes capables d’identifier des stratégies et exécuter les tâches qui en découlent de manière autonome (sans programmation préalable d’un flow à suivre) sur bases des fonctions à leur disposition voire en collaboration avec d’autres agents.
Ex : Outil capable d’identifier et exécuter une stratégie de réconciliation de données depuis plusieurs sources et règles business
Expertise (5 ans) en développement Python : le candidat doit pouvoir utiliser Visual Studio (/code) pour exploiter le Python et de ses frameworks/bibliothèques (principalement LangChain, TensorFlow, PyTorch, scikit-learn, pandas, NumPy, PySpark) pour les tâches d’ingénierie des données et d'IA générative.
Expertise (5 ans) en exploration et gestion des données : expérience en exploitation de système de données (structurée ou non) via Fabric et autres solutions Azure (CosmosDB, Postgres, SQL, …) pour identifier et gérer les meilleures fonctoin.
Expertise en prompt engineering: la conception de prompts efficaces est essentielle pour obtenir des résultats de qualité avec les LLM

Portail Azure : création et gestion des ressources et de leurs dépendances, sécurité, performance,…)
Data Engineering : prétraitement et nettoyage des données et création de pipelines ETL et gestion des données (Apache Airflow, Azure Data Factory,…)
Expérience générale en développement : Dev(Sec)Ops, MLOps, Git pour le contrôle de version et la collaboration
Intégration et interopérabilité : création et exploitation d’API pour communiquer avec les systèmes liés
Multi-agents : Expérience dans la mise en place de solutions multi-agents (AUTOGPT, AUTOGEN, …)
Data science : capacité à créer et gérer des modèles ML sur base de frameworks AI/ML
Veille technologique : suivi des actualités liées à l’IA générative connaissance d’autres plateformes permettant la création de solutions d’IA générative telles que AWS SageMaker, Google Cloud AI, IBM Watson,…

Comment afarax vous soutient?
Vous bénéficiez de notre vaste réseau
Vous avez accès à des projets qui correspondent à votre expertise
Nous vous aidons et vous soutenons tout au long de votre projet
Nous vous offrons la possibilité de construire un partenariat précieux et durable
Découvrez d'autres projets sur: https://afarax.be/jobs/type/freelance/

About the Company

Are you an IT freelancer looking for exciting projects and opportunities to grow your career? Since 2010, afarax has been a trusted partner for IT professionals, offering challenging projects with top-tier companies across diverse industries. As specialists in IT consulting and staffing, we connect freelance professionals with dynamic projects that match their skills and ambitions. Our mission is simple: to help you succeed by finding the right opportunities where you can make an impact, build your expertise, and thrive. W... Know more

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