Introduction
Le machine learning (ML) est devenu un enjeu majeur, permettant aux entreprises de prendre des décisions basées sur les données, de prédire des tendances et d’optimiser des processus. Cependant, déployer des modèles de ML en environnement de production peut être un processus complexe et très consommateur en temps.
Cela amène à de nouveaux questionnements spécifiques à ce type de projet. C’est ici qu’entre en jeu la stratégie MLOps – une approche qui intègre les pratiques DevOps dans le domaine du ML pour amorcer plus efficacement le déploiement, la gestion et la collaboration.
Dans cet article, nous explorerons la notion de MLOps, ses avantages et les meilleures pratiques pour l’implémenter dans votre organisation.
Définition
MLOps constitue un ensemble de pratiques et d’outils permettant la collaboration efficace entre les scientifiques des données et les équipes informatiques ou d’ingénierie pour gérer l’intégralité du cycle de vie du ML, depuis le développement, l’entraînement, le test, le déploiement et la surveillance en production des modèles.
Il s’agit d’une combinaison entre l’intégration et la livraison continues avec les principes DevOps, tels que l’automatisation, la supervision et le contrôle de version, pour assurer le déploiement et l’exploitation fiables, efficaces et sécurisés des modèles de ML.
Quelques avantages des MLOps
- – Accélère l’exploitation des modèles de ML : en automatisant le processus de déploiement et en assurant une intégration et une livraison continue, les organisations peuvent mettre à disposition des modèles de ML plus rapidement et plus fréquemment.
- – Améliore la collaboration : les MLOps favorisent la meilleure collaboration entre les data scientists, les ingénieurs DevOps et d’autres intervenants en fournissant une plateforme partagée pour gérer les projets de ML.
- – Amélioration de la qualité du modèle : les boucles de rétroaction continues et le suivi continu permettent d’assurer la précision et la performance des modèles de ML au fil du temps.
- – Facilite la mise à l’échelle : MLOps permet aux organisations de mettre à l’échelle leurs développements de ML en automatisant les processus et en assurant un déploiement à travers différents environnements.
Comment implanter une stratégie MLOps
- – Définir clairement un cadre de gouvernance ML, y compris des politiques pour l’accès aux données, le versionning des modèles et la sécurité.
- – Utiliser des technologies de conteneurisation telles que Docker ou Kubernetes pour emballer et déployer les modèles ML.
- – Mettre en place des chaînes de build et de livraison continue à l’aide de outils tels que Jenkins, GitLab CI/CD ou Azure DevOps.
- – Utiliser des plateformes ML telles que TensorFlow Serving, Seldon Core ou Amazon SageMaker pour le déploiement et la gestion des modèles.
- Surveiller les modèles ML en production à l’aide d’outils tels que Prometheus, Grafana ou Datadog afin d’assurer la performance et la disponibilité.
- – Mettre en place des systèmes de contrôle de version tels que Git pour gérer les projets ML et collaborer avec vos collègues.
- – Assurer la sécurité en mettant en place des contrôles d’accès, de chiffrement et d’autres mesures de sécurité tout au long du cycle de vie des modèles de ML.
Pour conclure
MLOps sont une approche essentielle pour les organisations qui cherchent à amorcer plus efficacement le déploiement et la gestion des modèles de ML. En combinant les pratiques DevOps avec le machine learning, MLOps permet une mise sur le marché plus rapide, une collaboration améliorée, une amélioration de la qualité du modèle et mise à l’échelle. L’implémentation des meilleures pratiques MLOps peut aider votre organisation à prendre un avantage concurrentiel important en tirant partie des données, qu’elles soient internes ou externes à l’entreprise.
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