Model Deployment Courses and Certifications

Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation

Ensure reliable AI across your organization by developing key skills to tackle challenges in generative and predictive models, and integrate robust processes for model selection, optimization, and continuous production monitoring.

• edX
• 2 hours
• Self-Paced
• Free Online Course (Audit)

Coursera

Architect Multimodal AI Solutions End-to-End

Master end-to-end multimodal AI solution design, bridging prototype to production with scalable architectures, cross-modal data integration, and technical documentation for real-world deployment.

• Coursera
• 1 hour 27 minutes
• Self-Paced
• Paid Course

Coursera

Production ML Engineering: Packaging, APIs, and Testing

Master the end-to-end process of packaging ML models, building production APIs, implementing CI/CD workflows, and designing automated tests to deploy reliable machine learning systems.

• Coursera
• 11 hours 20 minutes
• Self-Paced
• Paid Course

Introduction to Image Generation

Learn how diffusion models power modern image generation. Explore their thermodynamic foundations, real-world use cases, text-to-image advancements, and how to train and deploy models on Vertex AI.

• edX
• 1 week, 1-2 hours/week
• Self-Paced
• Free Online Course (Audit)

Packt

Optimizing, Deploying, and Governing LLMs in the Enterprise

Master the full lifecycle of enterprise LLMs—from data strategies and optimized inferencing to deployment, monitoring, and responsible AI practices—while exploring emerging multimodal trends.

• Coursera
• 8 hours
• Self-Paced
• Paid Course

Packt Credential

LLMs in Enterprise

Explore the full lifecycle of LLMs in enterprise settings, from foundational concepts to advanced fine-tuning, deployment, and responsible AI practices for building production-grade solutions.

• Coursera
• Self-Paced
• Paid Course
• 3 courses

Coursera

Databricks Machine Learning Quickstart

Master rapid ML deployment on Databricks by tracking experiments with MLflow, leveraging AutoML for model selection, and deploying production-grade serving endpoints with performance monitoring.

• Coursera
• 2 hours 59 minutes
• Self-Paced
• Paid Course

Packt

Real-World Edge Computing

Master edge computing deployment with Open Horizon and IBM Edge Application Manager through hands-on strategies for building scalable, secure distributed systems and AI/ML workloads.

• Coursera
• 20 hours 44 minutes
• Self-Paced
• Paid Course

Credential

Data Scientist

Explore cloud-based machine learning with Microsoft's program covering Azure ML workspace setup, model training with custom scripts, and deployment of scalable endpoints using Python and Azure ML SDKs.

• edX
• 5 weeks, 1-2 hours/week
• Self-Paced
• $100.00
• 3 courses

Packt

Machine Learning Product Management - Strategy to Deployment

Master machine learning product management, from ideation to deployment. Learn to structure ML teams, select algorithms, prepare data, and monitor models in production—no prior technical experience required.

• Coursera
• 8 hours
• Self-Paced
• Paid Course

Introduction to Vertex Forecasting and Time Series in Practice

Build end-to-end forecasting solutions on Google Cloud using Vertex AI. Learn with hands-on exercises spanning data ingestion, model training, and real-world application.

• edX
• 11 hours
• Self-Paced
• Free Online Course (Audit)

Discover how to successfully manage AI projects from conception to deployment and scaling in production environments.

• Coursera
• Self-Paced
• Paid Course

TensorFlow 2.0 Practical

961 ratings at Udemy

Master Tensorflow 2.0, Google’s most powerful Machine Learning Library, with 10 practical projects

• Udemy
• 11 hours 45 minutes
• Self-Paced
• Paid Course

AWS Certified Machine Learning Engineer - Associate MLA-C01

774 ratings at Udemy

The ONLY course you need to PASS the AWS Certified Machine Learning Engineer Exam | MLA-C01 | Incl. FULL Practice Exam!

• Udemy
• 1 day 2 hours 32 minutes
• Self-Paced
• Paid Course

Deploying LLMs: A Practical Guide to LLMOps in Production

754 ratings at Udemy

Llama 3, GPT, ML-Ops, Ray, MLFlow, LoRa, AWQ, GPTQ, LLMOps, Deployment, Generative AI, LLMs, Flash Paged Attention, Cost

• Udemy
• 5 hours 13 minutes
• Self-Paced
• Paid Course