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: Google Cloud Platform, Data Lakes, Data Pipelines, Apache Kafka, Data Processing, Dataflow, Systems Design, Extract, Transform, Load, Big Data, Dashboard, Cloud Infrastructure, Data Infrastructure, Data Warehousing, Data Visualization, Data Architecture, Real Time Data, MLOps (Machine Learning Operations), Tensorflow, Unstructured Data, Data Modeling
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Feature Engineering, Data Ethics, Exploratory Data Analysis, Unsupervised Learning, Data Presentation, Tensorflow, Application Deployment, Dimensionality Reduction, MLOps (Machine Learning Operations), Probability Distribution, Apache Spark, Statistical Hypothesis Testing, Supervised Learning, Data Visualization Software, Data Pipelines, Design Thinking, Unit Testing, Data Science, Machine Learning, Python Programming
Advanced · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Dataflow, Google Cloud Platform, Data Pipelines, MLOps (Machine Learning Operations), Data Lakes, Apache Kafka, Real Time Data, Data Warehousing, Unstructured Data, Data Processing, Data Management, Data Infrastructure, Cloud Engineering, Cloud Storage, Big Data, Cloud Infrastructure, Extract, Transform, Load, Tensorflow, Data Visualization, Applied Machine Learning
Intermediate · Professional Certificate · 3 - 6 Months

Duke University
Skills you'll gain: Large Language Modeling, LLM Application, Prompt Engineering, Microsoft Azure, OpenAI, Risk Management Framework, MLOps (Machine Learning Operations), Responsible AI, Cloud Computing, Generative AI, Application Deployment, Application Programming Interface (API), Python Programming
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Google Cloud Platform, Data Lakes, Data Pipelines, Dataflow, Apache Kafka, Tensorflow, Extract, Transform, Load, Big Data, Dashboard, Cloud Infrastructure, Apache Spark, Data Warehousing, Data Visualization, Unstructured Data, Data Architecture, Applied Machine Learning, Data Infrastructure, Real Time Data, MLOps (Machine Learning Operations), Feature Engineering
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: PySpark, Databricks, Apache Spark, MLOps (Machine Learning Operations), Microsoft Azure, Big Data, Scikit Learn (Machine Learning Library), Applied Machine Learning, Data Processing, Deep Learning, Data Transformation, Machine Learning, Exploratory Data Analysis
Intermediate · Course · 1 - 3 Months

Duke University
Skills you'll gain: PySpark, Snowflake Schema, Databricks, Data Pipelines, Apache Spark, MLOps (Machine Learning Operations), Apache Hadoop, Big Data, Data Warehousing, Data Quality, Data Integration, Data Processing, DevOps, Data Transformation, SQL, Python Programming
Advanced · Course · 1 - 4 Weeks

Amazon Web Services
Skills you'll gain: Responsible AI, Generative AI, Generative AI Agents, Prompt Engineering, Amazon Bedrock, AWS SageMaker, AI Product Strategy, Amazon Web Services, MLOps (Machine Learning Operations), Application Development, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Cloud Development, Data Governance, Large Language Modeling, Commercialization, API Design, Cost Management, Solution Architecture, Data Management
Beginner · Professional Certificate · 1 - 3 Months

Skills you'll gain: Databricks, Responsible AI, Microsoft Azure, Data Science, Applied Machine Learning, MLOps (Machine Learning Operations), Predictive Modeling, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Exploratory Data Analysis
Intermediate · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Tensorflow, Google Cloud Platform, Cloud Infrastructure, Hardware Architecture, Application Deployment, Infrastructure Architecture, Infrastructure As A Service (IaaS), Cloud Computing Architecture, Performance Tuning, Computer Hardware, Computer Architecture, MLOps (Machine Learning Operations), Cloud Platforms, Business Workflow Analysis, Interoperability, Artificial Intelligence, Product Demonstration, Performance Improvement, Systems Architecture, Benchmarking
Intermediate · Specialization · 1 - 3 Months
Amazon Web Services
Skills you'll gain: Responsible AI, Amazon Bedrock, AWS SageMaker, Amazon Web Services, MLOps (Machine Learning Operations), Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Cloud Development, Large Language Modeling, Application Development
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Feature Engineering, Responsible AI, Tensorflow, Exploratory Data Analysis, Data Quality, Keras (Neural Network Library), Google Cloud Platform, MLOps (Machine Learning Operations), Data Cleansing, Data Strategy, Business Metrics, Machine Learning Algorithms, Machine Learning Methods, Applied Machine Learning, Artificial Neural Networks, Data Pipelines, Performance Tuning, Deep Learning, Data Transformation, Data Processing
Intermediate · Specialization · 3 - 6 Months