MLOps courses can help you learn deployment strategies, model monitoring, and continuous integration and delivery for machine learning projects. You can build skills in automating workflows, managing data pipelines, and ensuring compliance with governance standards. Many courses introduce tools like TensorFlow, Kubernetes, and MLflow, that support operationalizing AI models and streamlining collaboration between data scientists and IT teams.

Google Cloud
Skills you'll gain: MLOps (Machine Learning Operations), Model Training, Google Cloud Platform, Model Optimization, Data Governance, Data Management, Information Management, Metadata Management, Business Workflow Analysis, Workflow Management, AI Workflows, Model Deployment, Data Pipelines, Predictive Modeling, Machine Learning, AI Orchestration, Model Evaluation, Data Transformation
Intermediate · Course · 1 - 3 Months

Coursera
Skills you'll gain: Regression Testing, Debugging, Unit Testing, Test Case, Code Review, Root Cause Analysis, Software Documentation
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Google Cloud Platform, Generative AI, Generative AI Agents, MLOps (Machine Learning Operations), Cloud Infrastructure, Artificial Intelligence and Machine Learning (AI/ML), AI Workflows, Agentic Workflows, Applied Machine Learning, Model Deployment, Model Training, Machine Learning, Prompt Engineering, Predictive Modeling
Beginner · Course · 1 - 3 Months

Skills you'll gain: 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
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: 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
Advanced · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Analytics, Data Analysis, Google Cloud Platform, Applied Machine Learning, Model Training, MLOps (Machine Learning Operations), Machine Learning Methods, Model Deployment
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Vector Databases, AI Integrations, LangChain, Data Integration, Retrieval-Augmented Generation, Prompt Engineering, AI Orchestration
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Jupyter, MLOps (Machine Learning Operations), Applied Machine Learning, Google Cloud Platform, Model Deployment, Model Training, Virtual Machines, Development Environment
Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: 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
Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Jupyter, MLOps (Machine Learning Operations), Model Deployment, AI Workflows, Google Cloud Platform, Data Preprocessing, Applied Machine Learning
Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Jupyter, Google Cloud Platform, MLOps (Machine Learning Operations), Model Deployment, Development Environment
Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: MLOps (Machine Learning Operations), Model Training, Model Deployment, Model Optimization, Systems Design, Tensorflow, Model Evaluation, Machine Learning, Hybrid Cloud Computing, Google Cloud Platform, Distributed Computing, Scalability, Data Pipelines, Debugging, Dependency Analysis, Data Validation
Advanced · Course · 1 - 3 Months