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Electronic/Firmware Engineer Leeds - 5 days on-site £40,000 - £50,000 + 10% Pension Contribution + Holiday Are you an Electronics and Firmware Engineer looking for a varied role where you can work across the full product lifecycle, develop cutting-edge hardware and embedded systems, gain exposure to high-voltage applications, and have opportunities for international travel and specialist technical development? This is an excellent opportunity for an engineer with a background in electronics design and embedded firmware development to join a specialist engineering business working on bespoke technical solutions. The position offers a broad range of responsibilities, from concept and design through to testing, commissioning, and ongoing product support. In this role, you will be involved in electrical and electronic design, including circuit design, component selection, schematic capture, and PCB layout. You will also develop embedded firmware for microcontroller-based systems and support assembly, testing, fault finding, and commissioning activities. The ideal candidate will have experience in both analogue and digital electronics, embedded C programming, and the use of electronic test equipment. You will be a self-motivated individual who enjoys working independently while contributing effectively within a small engineering team. In return, you will join a growing engineering environment where you can continue developing your technical expertise, gain experience in specialist high-voltage applications, and work on innovative engineering projects with customers worldwide. The Role: Electronic hardware design including schematics, PCB layout, and component selection Embedded firmware development for microcontroller-based systems Creation of wiring diagrams, BoMs, and technical documentation Testing, fault finding, repair, and product support Support for onsite commissioning and customer installations International travel to customer and company sites with potential offshore work The Person: Experience in analogue and digital circuit design Embedded C programming experience with low-level hardware knowledge Familiar with oscilloscopes, signal generators, loads, and other test equipment Hands-on prototyping skills including soldering and wiring Strong communication skills with the ability to work independently and within a team Degree-qualified with industry experience, or significant equivalent practical experience Reference Number: BBBH278751 Rise Technical Recruitment Ltd acts an employment agency for permanent roles and an employment business for temporary roles. The salary advertised is the bracket available for this position. The actual salary paid will be dependent on your level of experience, qualifications and skill set and will be decided by our client, the employer. Rise are not responsible or liable for any hiring decisions made by the end client. We are an equal opportunities company and welcome applications from all suitable candidates.

Hanson Regan recherche un IA and Data engineer pour une mission freelance de 10 mois à Paris. Nous recherchons un nouveau talent pour rejoindre notre équipe Data Analytics & IA AV. Expertise requise : frameworks de Deep Learning (TensorFlow, PyTorch) et bibliothèques de Machine Learning en Python. Expérience en MLOps, notamment MLflow, sérialisation de modèles ML, gestion de versions avec Git et packaging de code. Maîtrise des processus CI/CD, des tests, de la conteneurisation (Docker, Kubernetes) et, idéalement, du provisionnement de ressources cloud (Terraform). Expérience en modélisation du langage (LLM) et techniques avancées telles que les embeddings, les bases de données vectorielles et l'ingénierie des prompts. Vous justifiez d'une solide expérience technique (minimum 5 ans à un poste similaire) et êtes à l'aise avec les environnements cloud. Vous communiquez efficacement avec les clients et au sein de votre équipe. kills : Exploration de données, principes d'architecture de données, accès aux données, gouvernance des données, techniques et méthodologies de modélisation de données, outils d'entrepôt de données Langues : Français (C2), Anglais (B1) Localisation : Paris (Saint-Denis) À distance : Possible (2 à 3 jours par semaine) Conformément aux exigences du client, les freelances doivent pouvoir travailler via leur propre entreprise. Nous n'acceptons malheureusement pas les candidatures via des sociétés de portage salarial pour ce poste. Si cette opportunité vous intéresse, veuillez nous contacter au plus vite.

Electronic/Firmware Engineer Leeds - 5 days on-site £40,000 - £50,000 + 10% Pension Contribution + Holiday Are you an Electronics and Firmware Engineer looking for a varied role where you can work across the full product lifecycle, develop cutting-edge hardware and embedded systems, gain exposure to high-voltage applications, and have opportunities for international travel and specialist technical development? This is an excellent opportunity for an engineer with a background in electronics design and embedded firmware development to join a specialist engineering business working on bespoke technical solutions. The position offers a broad range of responsibilities, from concept and design through to testing, commissioning, and ongoing product support. In this role, you will be involved in electrical and electronic design, including circuit design, component selection, schematic capture, and PCB layout. You will also develop embedded firmware for microcontroller-based systems and support assembly, testing, fault finding, and commissioning activities. The ideal candidate will have experience in both analogue and digital electronics, embedded C programming, and the use of electronic test equipment. You will be a self-motivated individual who enjoys working independently while contributing effectively within a small engineering team. In return, you will join a growing engineering environment where you can continue developing your technical expertise, gain experience in specialist high-voltage applications, and work on innovative engineering projects with customers worldwide. The Role: Electronic hardware design including schematics, PCB layout, and component selection Embedded firmware development for microcontroller-based systems Creation of wiring diagrams, BoMs, and technical documentation Testing, fault finding, repair, and product support Support for onsite commissioning and customer installations International travel to customer and company sites with potential offshore work The Person: Experience in analogue and digital circuit design Embedded C programming experience with low-level hardware knowledge Familiar with oscilloscopes, signal generators, loads, and other test equipment Hands-on prototyping skills including soldering and wiring Strong communication skills with the ability to work independently and within a team Degree-qualified with industry experience, or significant equivalent practical experience Reference Number: BBBH278751 Rise Technical Recruitment Ltd acts an employment agency for permanent roles and an employment business for temporary roles. The salary advertised is the bracket available for this position. The actual salary paid will be dependent on your level of experience, qualifications and skill set and will be decided by our client, the employer. Rise are not responsible or liable for any hiring decisions made by the end client. We are an equal opportunities company and welcome applications from all suitable candidates.

Contexte d'utilisation chez Limagrain Compétences attendues Niveau RAG end-to-end Retrievers & embeddings Assistants scientifiques, juridiques et métiers sur corpus internes. Optimiser la récupération de sources fiables. Ingestion, parsing, OCR, structure, chunking, embeddings, indexation, retrieval, reranking, génération et citations. Indispensa ble Dense/sparse/hybride, metadata filters, multi query, parent-child, contextual retrieval, vector stores et évaluation du retrieval. Indispensa ble Analyse documentaire Exploiter PDF, Word, PowerPoint, Layout-aware parsing, OCR, extraction Indispensa Référentiel de compétences - Tech Lead GenAI Limagrain - Septembre 2026 Référentiel de compétences - Tech Lead GenAI Limagrain - Septembre 2026 Technologies / savoir-faire Contexte d'utilisation chez Limagrain Compétences attendues Niveau tableaux, scans et dossiers complexes. tables/images, métadonnées, déduplication, classification et validation. ble VLM & VQA Analyser images, figures, schémas, parcelles, maladies, rapports et documents multimodaux. Vision-language models, visual question answering, grounding, OCR multimodal, évaluation et limites. Avancé Gestion du contexte Maîtriser qualité, coût et mémoire des agents. Context engineering, fenêtres, compression, résumé, mémoire court/long terme, cache, provenance et isolation. Indispensa ble Single-agent Automatiser une tâche métier avec outils et garde-fous. ReAct/tool calling, structured outputs, validation, retries, human-in-the-loop et permissions. Indispensa ble Multi-agent Décomposer les workflows complexes entre agents spécialisés. Supervisor, router, planner-executor, handoffs, shared state, parallélisme, consensus et contrôle des boucles. Avancé LangChain / LlamaIndex Assembler modèles, retrievers, tools et chaînes RAG. Intégrations, loaders, chains, agents, structured output et composants remplaçables. Avancé LangGraph Orchestration stateful et durable de workflows agentiques. Graphes, état, checkpoints, streaming, interruptions, human-in-the-loop et reprise. Avancé LangSmith Tracing, debugging, datasets, évaluations et monitoring.

Contexte de la Mission Aux côtés d'une équipe d'experts passionnés, vous relèverez les plus hauts défis techniques de la société. En tant qu'Expert Data & Retrieval, vous êtes le garant de la matière première de notre IA : la collecte, l'ingestion, l'indexation et la recherche de pertinence sur des volumes massifs de documents spécialisés, le socle qui alimente nos modèles de langage et nos produits. Votre terrain de jeu : transformer la manière dont tout un secteur professionnel travaille au quotidien. Votre mission n'est pas d'écrire un simple script, mais de concevoir des pipelines de données robustes capables d'ingérer, de nettoyer et d'indexer d'énormes corpus textuels, puis d'exposer une recherche rapide et pertinente (sémantique et hybride) au service de plusieurs équipes à travers l'Europe. Vous garantirez la fraîcheur des index et la qualité du retrieval tout en gérant une complexité technique de haut vol (volumétrie, hétérogénéité des sources, évaluation de la pertinence, scalabilité). Objectifs et Missions Principales Vos missions principales s'articulent autour de trois axes : bâtir, outiller et transmettre. 1. Collecte, Ingestion & Indexation • Pipelines d'ingestion : Concevoir la collecte et le traitement de sources hétérogènes (open data, bases spécialisées, documents métier), le parsing, le nettoyage, le chunking et la normalisation des documents. • Indexation & Embeddings : Choisir et industrialiser les modèles d'embeddings, alimenter et maintenir les bases vectorielles, gérer la fraîcheur et la reconstruction des index. • Qualité & Volumétrie : Garantir la scalabilité de l'indexation sur des corpus massifs et la traçabilité des données (lignage, versioning des index). 2. Recherche & Pertinence (Retrieval) • Stratégie de retrieval : Combiner recherche lexicale et sémantique (BM25 + embeddings) avec reranking et filtrage par métadonnées pour maximiser la pertinence. • Évaluation continue : Mettre en place des jeux de tests et des métriques de pertinence (recall, precision, nDCG, MRR) pour mesurer et améliorer le retrieval. • RAG : Structurer la phase de récupération qui alimente les LLM (contexte, citations, dé-duplication, gestion des fenêtres de contexte). • Observabilité & Sécurité : Instrumenter les pipelines (logs, métriques, traces de qualité) et garantir la sécurité et la conformité des données (isolation par pays, conformité aux réglementations). 3. Leadership Technique & Gouvernance • Culture Craftsmanship : Promouvoir les pratiques de Clean Code, SOLID, et tests automatisés.