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.

Coursera
Compétences que vous acquerrez: Regression Testing, Debugging, Unit Testing, Test Case, Code Review, Root Cause Analysis, Software Documentation
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: Apache Airflow, Data Governance, Data Management, Apache Spark, PySpark, Databricks, Record Keeping
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: Model Evaluation, Model Training, MLOps (Machine Learning Operations), System Monitoring, Continuous Monitoring, Model Deployment, Verification And Validation, Performance Metric, A/B Testing, Statistical Methods, Failure Analysis, Statistical Hypothesis Testing, Applied Machine Learning, Statistical Analysis, Scikit Learn (Machine Learning Library), Benchmarking
Intermédiaire · Cours · 1 à 3 mois

Coursera
Compétences que vous acquerrez: Unit Testing, Test Driven Development (TDD), Continuous Integration, CI/CD, Software Testing, Continuous Deployment, Testability, Test Script Development, Model Training, MLOps (Machine Learning Operations), Tensorflow, Maintainability, Applied Machine Learning, Software Engineering, Code Reusability, Machine Learning Methods, Python Programming
Intermédiaire · Cours · 1 à 4 semaines

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: Site Reliability Engineering, Scalability, Performance Analysis, Event Monitoring, Service Level Agreement, Dashboard Creation, Performance Review
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: Model Deployment, Apache Spark, Time Series Analysis and Forecasting, MLOps (Machine Learning Operations), Big Data, Feature Engineering, Statistical Analysis, Distributed Computing, Forecasting, Anomaly Detection, Generative AI, Predictive Modeling, Model Training, Exploratory Data Analysis, Data Pipelines, Model Evaluation, Data Cleansing, Data Transformation, Data Quality, Statistical Modeling
Intermédiaire · Cours · 1 à 3 mois

Compétences que vous acquerrez: Model Deployment, Cloud-Native Computing, Application Deployment, Containerization, Security Controls, Kubernetes, Network Planning And Design, MLOps (Machine Learning Operations), Cloud Computing, Endpoint Security, Applied Machine Learning, Enterprise Application Management, Continuous Deployment, Cloud Infrastructure, Docker (Software), Application Security, DevOps, General Networking, Software Design, Software Development
Intermédiaire · Cours · 3 à 6 mois

Compétences que vous acquerrez: Model Deployment, MLOps (Machine Learning Operations), Model Optimization, Automation, Artificial Intelligence and Machine Learning (AI/ML), Model Training, Machine Learning Methods, No-Code Development, Data Preprocessing, Scikit Learn (Machine Learning Library), Machine Learning, Model Evaluation, Applied Machine Learning, Predictive Modeling, Feature Engineering, Data-Driven Decision-Making, Machine Learning Algorithms, Artificial Intelligence, Data Validation, Data Quality
Débutant · Cours · 1 à 4 semaines

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

Google Cloud
Compétences que vous acquerrez: Jupyter, MLOps (Machine Learning Operations), Model Deployment, AI Workflows, Google Cloud Platform, Data Preprocessing, Applied Machine Learning
Débutant · Cours · 1 à 4 semaines

Google Cloud
Compétences que vous acquerrez: Predictive Analytics, Big Data, Predictive Modeling, Advanced Analytics, Analytics, Applied Machine Learning, Google Cloud Platform, Model Training, MLOps (Machine Learning Operations), Data Analysis, Machine Learning Methods, SQL
Débutant · Cours · 1 à 4 semaines