Les cours en MLOps peuvent vous aider à comprendre comment déployer, superviser et faire évoluer des modèles d'apprentissage automatique. Vous pouvez développer des compétences en pipelines, automatisation, surveillance, documentation et bonnes pratiques de production. Beaucoup de cours utilisent des environnements réels pour illustrer les workflows.

Google Cloud
Compétences que vous acquerrez: Big Data, Analytics, Data Analysis, Applied Machine Learning, Model Training, MLOps (Machine Learning Operations), Data-Driven Decision-Making, Google Cloud Platform, Model Deployment, Machine Learning
Débutant · Cours · 1 à 4 semaines

Google Cloud
Compétences que vous acquerrez: MLOps (Machine Learning Operations), CI/CD, Google Cloud Platform, Model Deployment, Apache Airflow, Data Pipelines, Kubernetes, Tensorflow, Continuous Deployment, Metadata Management, AI Orchestration, Model Training, Model Optimization, Model Evaluation, Data Validation
Avancées · Cours · 1 à 3 mois

Compétences que vous acquerrez: MLOps (Machine Learning Operations), Model Evaluation, Regression Testing, Unit Testing, Test Script Development, Test Case, System Testing, Test Automation, Software Testing, Integration Testing, Verification And Validation, Anomaly Detection, Data Integrity, Continuous Monitoring
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: MLOps (Machine Learning Operations), Model Training, Model Deployment, Google Cloud Platform, Data Governance, Data Management, Workflow Management, AI Workflows, Data Store, Metadata Management, Model Optimization, Predictive Modeling, Machine Learning, Data Pipelines, AI Orchestration, Model Evaluation
Intermédiaire · Cours · 1 à 3 mois

Compétences que vous acquerrez: Verification And Validation, Release Management, Maintainability, Experimentation, Performance Testing, Benchmarking, Performance Analysis
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: Data Preprocessing, Data Cleansing, Data Pipelines, Feature Engineering, Data Quality, MLOps (Machine Learning Operations), Extract, Transform, Load, Data Transformation, Data Integration, Dataflow, Development Environment, Data Wrangling, Apache Airflow, Package and Software Management, Git (Version Control System), Quality Assurance, Exploratory Data Analysis, Cost Management, Resource Utilization, Virtual Environment
Intermédiaire · Cours · 1 à 3 mois

Compétences que vous acquerrez: AI Integrations, Continuous Deployment, System Monitoring, API Testing, Middleware, Restful API, Site Reliability Engineering, Machine Learning
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: Model Optimization, Cloud Computing Architecture, Cloud Management, Model Training, Cloud Infrastructure, Distributed Computing, Data Pipelines, Managed Services, Cost Management, Cost Benefit Analysis
Intermédiaire · Cours · 1 à 4 semaines

Coursera
Compétences que vous acquerrez: Software Documentation, Engineering Documentation, Technical Documentation, Model Training, Software Design Documents, Technical Writing, Generative Model Architectures, Technical Communication, Restful API
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: Google Cloud Platform, Google Gemini, MLOps (Machine Learning Operations), Generative AI, Generative AI Agents, Generative Model Architectures, Artificial Intelligence and Machine Learning (AI/ML), AI Workflows, Cloud Infrastructure, Agentic Workflows, Big Data, Model Deployment, Natural Language Processing, Prompt Engineering, Model Training, Applied Machine Learning, Large Language Modeling, Machine Learning, Feature Engineering, Model Evaluation
Débutant · Cours · 1 à 3 mois

Packt
Compétences que vous acquerrez: Model Deployment, Databricks, MLOps (Machine Learning Operations), Feature Engineering, Apache Spark, Model Training, Data Preprocessing, Applied Machine Learning, Data Lakes, Extract, Transform, Load, AI Workflows, Hugging Face, Data Pipelines, PySpark, Vector Databases, Application Deployment, Artificial Intelligence and Machine Learning (AI/ML), Data Architecture, Machine Learning, Artificial Intelligence
Intermédiaire · Cours · 1 à 3 mois

Google Cloud
Compétences que vous acquerrez: Google Cloud Platform, MLOps (Machine Learning Operations), Model Deployment, Model Training, Tensorflow, Machine Learning Methods, Model Evaluation, Systems Architecture, Model Optimization, Applied Machine Learning, Data Validation, Distributed Computing, Performance Tuning, Data Pipelines, Scalability, Hybrid Cloud Computing, Dependency Analysis
Avancées · Cours · 1 à 3 mois