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.

Compétences que vous acquerrez: Model Deployment, Data Cleansing, Data Transformation, Data Preprocessing, Data Storytelling, Feature Engineering, AWS SageMaker, AI Integrations, Systems Architecture, Solution Architecture, Model Optimization, Cloud Computing Architecture, Scalability, MLOps (Machine Learning Operations), System Design and Implementation, Kubernetes, Data Engineering, Cloud Infrastructure, Docker (Software), Prometheus (Software)
Intermédiaire · Spécialisation · 1 à 3 mois

Board Infinity
Compétences que vous acquerrez: Model Deployment, MLOps (Machine Learning Operations), Docker (Software), Containerization, Application Deployment, Restful API, API Design, Scalability, Application Programming Interface (API), Data Validation, Software Versioning, Performance Tuning
Intermédiaire · Cours · 1 à 4 semaines

Compétences que vous acquerrez: MLOps (Machine Learning Operations), Continuous Integration, Model Optimization, Artificial Intelligence and Machine Learning (AI/ML), Service Level Agreement, Performance Stress Testing, Performance Measurement, Performance Analysis
Intermédiaire · Cours · 1 à 4 semaines

Pragmatic AI Labs
Compétences que vous acquerrez: Amazon Bedrock, MLOps (Machine Learning Operations), Amazon Web Services, AWS SageMaker, AI Workflows, Retrieval-Augmented Generation, Shell Script, IT Automation, Unix Shell, Command-Line Interface, AI Integrations, AI Security, Prototyping, Large Language Modeling, Generative AI, Data Management, Anomaly Detection
Débutant · Cours · 1 à 4 semaines

Compétences que vous acquerrez: OAuth, Unit Testing, Apache Airflow, Fine-tuning, Model Evaluation, Data Validation, API Design, Test Driven Development (TDD), Data Integrity, Extract, Transform, Load, Multimodal Prompts, Natural Language Processing, MLOps (Machine Learning Operations), OpenAI API, Data Presentation, Hugging Face, Token Optimization, LLM Application, CI/CD, Tensorflow
Intermédiaire · Spécialisation · 3 à 6 mois

Microsoft
Compétences que vous acquerrez: MLOps (Machine Learning Operations), Microsoft Azure, Microsoft Copilot, AI Product Strategy, Responsible AI, Business Metrics, Performance Measurement, Model Deployment, Cloud Management, Data Pipelines, AI Orchestration, Data Governance, Performance Metric, AI Workflows, Performance Analysis, Return On Investment, Enterprise Architecture, Data Architecture, Agentic Workflows, Solution Architecture
Intermédiaire · Cours · 1 à 3 mois

Compétences que vous acquerrez: Milestones (Project Management), Acceptance Testing, CI/CD, Scope Management, MLOps (Machine Learning Operations), Feature Engineering, Governance Risk Management and Compliance, Capacity Management, Responsible AI, Smart Goals, Backlogs, Project Risk Management, Compliance Management, Stakeholder Communications, Risk Management, Data Governance, Model Evaluation, Project Planning, Case Studies, Risking
Intermédiaire · Spécialisation · 3 à 6 mois

Coursera
Compétences que vous acquerrez: Responsible AI, AI Security, Threat Modeling, MLOps (Machine Learning Operations), Budget Management, Secure Coding, Data Ethics, Data Governance, Experimentation, Prompt Engineering, Application Security, CI/CD, Automation, Financial Forecasting, Compliance Management, Governance, Technical Documentation, Vulnerability Assessments, Risk Management, Stakeholder Communications
Intermédiaire · Spécialisation · 3 à 6 mois

Compétences que vous acquerrez: MLOps (Machine Learning Operations), Feature Engineering, Model Optimization, AWS Kinesis, Fraud detection, Amazon Web Services, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Data Cleansing, Data Processing, Data Wrangling, Data Integrity, Machine Learning, Machine Learning Algorithms, Data Modeling, Supervised Learning, Data Mining, Random Forest Algorithm, Data Management, Unsupervised Learning
Intermédiaire · Spécialisation · 3 à 6 mois

Coursera
Compétences que vous acquerrez: AI Security, Responsible AI, Threat Modeling, Governance Risk Management and Compliance, Compliance Management, Data Ethics, Data Governance, Model Evaluation, Reinforcement Learning, Risk Management, Prompt Engineering, Governance, Regulatory Compliance, Security Testing, MLOps (Machine Learning Operations), MITRE ATT&CK Framework, Continuous Monitoring, Ethical Standards And Conduct, Large Language Modeling, Vulnerability Assessments
Intermédiaire · Spécialisation · 3 à 6 mois

Coursera
Compétences que vous acquerrez: Model Deployment, Unit Testing, MLOps (Machine Learning Operations), Kubernetes, Docker (Software), Containerization, Test Driven Development (TDD), Application Deployment, Continuous Integration, Software Testing, Model Training, CI/CD, Scalability, Scikit Learn (Machine Learning Library), Tensorflow, PyTorch (Machine Learning Library), Performance Tuning, Python Programming, Software Engineering, Git (Version Control System)
Intermédiaire · Spécialisation · 1 à 3 mois

Compétences que vous acquerrez: MLOps (Machine Learning Operations), Model Deployment, Google Cloud Platform, Model Training, Cloud Deployment, DevOps, Model Evaluation, AI Workflows, Automation, Devops Tools, Continuous Delivery, Machine Learning
Intermédiaire · Cours · 1 à 4 semaines