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Company | ServiceNow |
Address | Montreal, Quebec, Canada |
Employment type | FULL_TIME |
Salary | |
Category | IT Services and IT Consulting |
Expires | 2023-09-10 |
Posted at | 9 months ago |
Company Description
- Present your work in research papers of which you will become a coauthor.
- Train large models on multi-node GPU clusters.
- Build and manage end-to-end data pipelines and large datasets.
- Construire et gérer des chaînes de traitement de données de bout en bout et des jeux de données de grande taille.
- Entraîner des modèles de grande taille sur des grappes de calcul à GPU multi-nœuds.
- Présenter votre travail dans des articles de recherche dont vous deviendrez coauteur.
- Experience in rapid prototyping and the ability to quickly validate whether a certain direction is worth pursuing;
- Background in computer science, distributed computing, and deep learning;
- Experience with building and managing end-to-end data pipelines, from data extraction and transformation to loading and storage;
- Hands-on experience with big data processing frameworks, such as Hadoop or Spark;
- Understanding of various data storage solutions, including relational databases, NoSQL databases, and data warehouses;
- Expertise in developing and deploying applications on cloud platforms such as AWS or Azure;
- Ability to communicate experimental results and research findings to a research audience, in written and verbal forms;
- Ability to work on large projects and take initiative;
- A “getting things done” mindset.
- A readiness to deal with uncertainty and frequent project pivots;
- Deep understanding of distributed computing and performance optimization techniques;
- A curiosity-driven mindset, and an interest in fundamental research;
- An MSc in deep learning and several years of experience as a research engineer, or several years of experience in a similar role;
- De l’expérience dans la construction et la gestion de chaînes de traitement de données de bout en bout, depuis l'extraction et la transformation des données jusqu'à leur chargement et stockage;
- Une maîtrise en apprentissage profond avec plusieurs années d’expérience en tant que développeur de recherche, ou dans un rôle semblable;
- La capacité de communiquer des résultats expérimentaux et des conclusions de recherche à un auditoire de recherche, à l’oral comme à l’écrit;
- Une habileté à travailler sur des grands projets et à prendre des initiatives;
- Une expérience pratique avec des frameworks de traitement de données tels que Hadoop ou Spark ;
- Une compréhension approfondie des techniques de calcul distribué et d'optimisation des performances ;
- La volonté de composer avec l’incertitude et des pivots de projet fréquents;
- Une compréhension des différentes solutions de stockage de données, y compris les bases de données relationnelles, les bases de données NoSQL et les entrepôts de données ;
- Une grande curiosité et un intérêt pour la recherche fondamentale;
- Des connaissances en informatique, calcul distribué et apprentissage profond;
- De l’expérience dans le prototypage rapide et une habileté à valider rapidement une direction potentielle;
- Le désir de mener les choses à leur terme.
- Une compétence avec PyTorch ou Tensorflow, Python, git, et LaTeX;
- De l’expertise dans le développement et le déploiement d'applications sur des plateformes cloud telles qu'AWS ou Azure ;
-
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