Stagiaire en recherche - apprentissage automatique | Research Intern - Machine Learning
Microsoft
Hybrid 🏡🏢 29 November
Data Science & AI/ML
Québec, Canada 🇨🇦
English Text Follows French
Avis: Avant de soumettre votre candidature, veuillez vous diriger en bas de la page et choisir le site que vous préférez English | FR – (au pied de page). Sélectionnez ‘English’ si vous souhaitez communiquer uniquement en anglais, ou FR – Canada si vous préférez recevoir des communications écrites en anglais et en français.
Nous cherchons des Stagiaires en recherche pour se joindre à notre équipe et contribuer à l’avancement des projets clés et du programme en cours au laboratoire de Montréal. Les candidats auront l’occasion de collaborer étroitement avec d’autres laboratoires MSR, en particulier avec celui de New York, de la Nouvelle-Angleterre et de Redmond.
En tant que stagiaire, vous jouerez un rôle crucial dans le développement, l’amélioration et l’exploration des capacités des modèles d’IA. Votre travail aura une incidence importante sur le développement de technologies de pointe, en plus de permettre de faire progresser celles-ci et d’apporter des solutions pratiques aux problèmes réels du monde.
Notre objectif consiste à faire progresser la recherche sur les modèles de base selon trois axes :
- Le raisonnement, c’est-à-dire la décomposition de problèmes difficiles en étapes plus petites et la recherche efficace de solutions aux problèmes difficiles.
- L’interaction, c’est-à-dire les modèles de formation qui peuvent interagir avec des environnements textuels, ainsi que recueillir et apprendre des commentaires.
- La modularité, c’est-à-dire la création d’architectures linguistiques prêtes à l’emploi pour aider les modèles à répondre aux exigences propres à l’application et aux contraintes de ressources.
Microsoft Research Montréal offre un environnement propice à la recherche avancée, une politique de publications ouvertes et des collaborations avec des institutions universitaires renommées dans le domaine de l'intelligence artificielle à Montréal, comme MILA, ainsi que dans d'autres régions du monde.
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Notice: Before you submit your application, please scroll-down and select the site of your choice English | FR – Canada (in the footer). Select English to communicate with us only in English, FR – Canada if you prefer to receive written communication from us in both English and French.
We are seeking Research Interns to join our team and contribute to the advancement of key projects and agenda pursued in the Montreal lab. Research Interns will get an opportunity to interact with other MSR labs, and especially with the New York lab, New England lab and Redmond lab.
As a Research Intern, you will play a crucial role in developing, improving, and exploring the capabilities of AI models. Your work will have a significant impact on the development of cutting-edge technologies, advancing state-of-the-art and providing practical solutions to real-world problems.
Our goal is to advance research on Foundation Models along three axes:
- Reasoning, i.e. decomposing hard problems into smaller steps and efficiently searching for solutions to hard problems.
- Interaction, i.e. training models that can interact with textual environments, can gather and learn from feedback.
- Modularity, i.e. building plug-and-play language architectures to help models meet application-specific requirements and resource constraints.
Microsoft Research Montreal offers a supportive environment for cutting-edge research, an open publications policy, and close links to top academic institutions in the Montreal AI community, such as MILA, and around the world.
Qualifications
Qualifications requises
- Doit être actuellement inscrit à un programme de doctorat en informatique ou dans un domaine STIM connexe.
Autres conditions
- Les stagiaires de recherche doivent se rendre physiquement sur le site de travail Microsoft où leur responsable est basé pendant la durée de leur stage.
- En plus des qualifications ci-dessous, vous devrez soumettre un minimum de deux lettres de recommandation pour ce poste, ainsi qu’une lettre de motivation et tout travail ou tout échantillon de recherche pertinent. Une fois votre candidature déposée, une demande de lettres pourrait être envoyée à votre liste de références en votre nom. Veuillez noter que nous ne demanderons pas de lettres de recommandation avant l’envoi de votre candidature et que nous ne demandons pas automatiquement des lettres pour tous les candidats. Nous vous suggérons de prévenir vos références afin qu’elles se préparent à envoyer votre lettre.
Qualifications souhaitées
- Expérience dans la gestion de projets à grande échelle de l’entraînement préliminaire ou de l’affinage des transformateurs/grands modèles de langage.
- Expérience en apprentissage par renforcement, y compris le clonage de comportements à grande échelle et l’optimisation des politiques.
- Expérience en création, en optimisation et en exécution de canaux d’apprentissage automatique à grande échelle.
- Expérience en création de canaux de collecte et de conservation de données.
- Capacité à collaborer, à communiquer efficacement et à travailler au sein d’une équipe multidisciplinaire.
- Avoir un vif intérêt à l’application de la technologie au monde réel et à son incidence.
- Expérience dans la promotion de la diversité, de l’inclusion et de l’appartenance dans un environnement de recherche.
Stagiaire, Microsoft Research (MSR) – l’échelle salariale de base typique pour ce rôle dans l’ensemble du Canada est de 8,700 $ CAD à 9,700 $ CAD par mois.
Pour plus d’informations au sujet de la rémunération, veuillez cliquer sur le lien : https://careers.microsoft.com/v2/global/en/canada-pay-information.html
Microsoft accepte les candidatures et les offres de processus pour ces rôles sur une base continue.
Microsoft est un employeur qui a accès à l'égalité d'accès à l'emploi. Tous les candidats qualifiés recevront une considération pour l'emploi sans égard à l'âge, l'ascendance, la couleur, le congé familial ou de soins médicaux, l'identité ou l'expression de genre, les informations génétiques, l'état matrimonial, l'état de santé, l'origine nationale, le handicap physique ou mental, l'affiliation politique, le statut d'ancien combattant protégé, la race, la religion, le sexe (y compris la grossesse), l'orientation sexuelle ou toute autre caractéristique protégée par les lois, règlements et ordonnances applicables. Si vous avez besoin d'aide et/ou d'une mesure d'adaptation raisonnable en raison d'un handicap pendant le processus de demande ou de recrutement, veuillez envoyer une demande via le formulaire de demande d'adaptation.
Les avantages énumérés ci-dessous peuvent varier selon la nature de votre emploi chez Microsoft et du pays où vous travaillez.
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Required Qualifications
- Currently enrolled in a PhD program in Computer Science or a related STEM field.
- At Microsoft, you will be working in an integrated fashion with colleagues around the world. To facilitate this collaboration, knowledge of English is required for this role. Proficiency in verbal and written communication in French is required for candidates residing in Quebec, otherwise it is considered an asset.
Other Requirements
- Research Interns are expected to be physically located in their manager’s Microsoft worksite location for the duration of their internship.
- In addition to the qualifications below, you’ll need to submit a minimum of two reference letters for this position as well as a cover letter and any relevant work or research samples. After you submit your application, a request for letters may be sent to your list of references on your behalf. Note that reference letters cannot be requested until after you have submitted your application, and furthermore, that they might not be automatically requested for all candidates. You may wish to alert your letter writers in advance, so they will be ready to submit your letter.
Preferred Qualifications
- Experience in running large scale experiments with transformers/LLMs pre-training and/or finetuning.
- Experience with reinforcement learning, including large scale behavior cloning and policy optimization.
- Experience in creating, optimizing and running large scale machine learning pipelines.
- Experience in building data collection and curation pipelines.
- Ability to collaborate, communicate effectively, and work as part of a multi-disciplinary team.
- Keen interest in real-world applications and impact.
- Experience fostering diversity, inclusion and belonging in a research environment.
Intern – MSR - The typical base pay range for this role across Canada is CAD $8,700 - CAD $9,700 per month.
Find additional pay information here:
https://careers.microsoft.com/v2/global/en/canada-pay-information.html
Microsoft accepts applications and processes offers for these roles on an ongoing basis.
Microsoft is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to age, ancestry, color, family or medical care leave, gender identity or expression, genetic information, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran status, race, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or the recruiting process, please send a request via the Accommodation request form.
Benefits/perks listed below may vary depending on the nature of your employment with Microsoft and the country where you work.
Responsibilities
Les stagiaires de recherche appliquent leur savoir théorique et méthodologique. En collaboration avec d'autres candidats au doctorat et certains des chercheurs les plus renommés au monde, ils acquièrent des connaissances, collaborent étroitement et tissent des liens professionnels durables. Non seulement ces stages permettent aux participants de progresser dans leur carrière, mais ils contribuent également à des avancées significatives en recherche et en développement. Durant le stage de 12 semaines, les stagiaires sont encadrés par des mentors, travaillent en équipe avec d'autres chercheurs, présentent leurs résultats et participent activement à la dynamique de la communauté scientifique. Les opportunités de stage sont disponibles dans tous les domaines de recherche et sont proposées tout au long de l’année, bien que les sessions débutent généralement en été.
Research Interns put inquiry and theory into practice. Alongside fellow doctoral candidates and some of the world’s best researchers, Research Interns learn, collaborate, and network for life. Research Interns not only advance their own careers, but they also contribute to exciting research and development strides. During the 12-week internship, Research Interns are paired with mentors and expected to collaborate with other Research Interns and researchers, present findings, and contribute to the vibrant life of the community. Research internships are available in all areas of research, and are offered year-round, though they typically begin in the summer.
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Data Science & AI/ML
Washington, United States 🇺🇸
Research Intern - AI, Machine Learning, Statistics
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Massachusetts, United States 🇺🇸 New York, United States 🇺🇸
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