MLOps-Kurse können Ihnen helfen zu verstehen, wie Modelle bereitgestellt, überwacht und skaliert werden. Sie können Fähigkeiten in Automatisierung, Pipeline-Aufbau, Modelltracking und Infrastruktur aufbauen. Viele Kurse stellen Werkzeuge und Workflows vor, die den úbergang von Modellen in produktive Umgebungen unterstützen.

Kompetenzen, die Sie erwerben: Solution Architecture, Systems Design, Architectural Drawing, Software Design, Artificial Intelligence and Machine Learning (AI/ML), Design Specifications, Dataflow, Data Store, Functional Specification, Diagram Design, Data Pipelines
Mittel · Kurs · 1–4 Wochen
Coursera
Kompetenzen, die Sie erwerben: LLM Application, Model Deployment, CI/CD, Amazon CloudWatch, Infrastructure as Code (IaC), Application Deployment, Cloud Deployment, DevSecOps, Enterprise Security, DevOps, Docker (Software), AI Security, Cloud Management, System Monitoring
Mittel · Kurs · 1–4 Wochen

Kompetenzen, die Sie erwerben: Infrastructure as Code (IaC), Scripting, Data Persistence, Python Programming, AI Workflows, Command-Line Interface, Virtual Machines, Data Pipelines
Mittel · Kurs · 1–4 Wochen

Kompetenzen, die Sie erwerben: Threat Modeling, Data Visualization, Data Presentation, AI Security, Interactive Data Visualization, A/B Testing, Threat Management, Open Web Application Security Project (OWASP), Secure Coding, Application Security, Responsible AI, System Monitoring, MLOps (Machine Learning Operations), Analytics, Data Governance, Application Programming Interface (API), Vulnerability Assessments, Cyber Governance, Data Processing, Data Management
Mittel · Kurs · 1–3 Monate

Kompetenzen, die Sie erwerben: Tensorflow, Model Optimization, Keras (Neural Network Library), Model Training, MLOps (Machine Learning Operations), Data Pipelines, Performance Tuning, Data Preprocessing
Mittel · Kurs · 1–4 Wochen

Google Cloud
Kompetenzen, die Sie erwerben: 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
Fortgeschritten · Kurs · 1–3 Monate

Google Cloud
Kompetenzen, die Sie erwerben: CI/CD, MLOps (Machine Learning Operations), Apache Airflow, Google Cloud Platform, Data Pipelines, Tensorflow, Continuous Deployment, Model Deployment, Metadata Management, AI Orchestration, AI Workflows, Model Training, Model Optimization, Model Evaluation, Data Validation
Fortgeschritten · Kurs · 1–3 Monate

Coursera
Kompetenzen, die Sie erwerben: Model Optimization, MLOps (Machine Learning Operations), Application Performance Management, System Monitoring, Continuous Monitoring, AI Integrations, Performance Tuning, Anomaly Detection, Machine Learning, Dependency Analysis
Anfänger · Kurs · 1–4 Wochen

Kompetenzen, die Sie erwerben: Apache Airflow, Data Governance, Data Management, Apache Spark, PySpark, Databricks, Record Keeping
Mittel · Kurs · 1–4 Wochen

Kompetenzen, die Sie erwerben: Supervised Learning, Model Optimization, Feature Engineering, Applied Machine Learning, Unsupervised Learning, Model Evaluation, Machine Learning Methods, Statistical Machine Learning, Machine Learning Algorithms, Predictive Modeling, Model Training, Data Preprocessing, Classification Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Dimensionality Reduction, Data Transformation, Fine-tuning
Fortgeschritten · Kurs · 1–3 Monate

Kompetenzen, die Sie erwerben: Docker (Software), CI/CD, Model Deployment, Cloud Deployment, Continuous Deployment, Application Performance Management, Continuous Integration, Google App Engine, Model Training, Site Reliability Engineering
Mittel · Kurs · 1–3 Monate

Google Cloud
Kompetenzen, die Sie erwerben: MLOps (Machine Learning Operations), Model Training, Data Management, Data Governance, Model Deployment, AI Workflows, Metadata Management, Data Preprocessing, Google Cloud Platform, Machine Learning Software, Workflow Management, Model Optimization, Data Pipelines, AI Orchestration, Applied Machine Learning, Model Evaluation, Machine Learning, Predictive Modeling, Containerization
Mittel · Kurs · 1–3 Monate