Model Deployment Courses and Certifications

Microcredential

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
• On-Demand
• $100.00
• 3 courses

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

• Coursera
• On-Demand
• 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
• On-Demand
• Paid Course

Edureka

Getting Started with Automated Machine Learning (AutoML)

Master automated machine learning with H2O AutoML to build, evaluate, and deploy ML models efficiently without manual trial-and-error approaches.

• Coursera
• 10 hours 35 minutes
• On-Demand
• Paid Course

Coursera

Deploy & Evaluate Vision Models Effectively

Master deploying computer vision models from notebooks to production—build inference pipelines, package reproducible APIs, and evaluate performance using precision, recall, and mAP like an MLOps engineer.

• Coursera
• 1 hour 49 minutes
• On-Demand
• Paid Course

Coursera

Optimize and Deploy Edge AI Models

Master edge AI deployment by evaluating ML models with TensorFlow Lite, analyzing data slices for fairness, and optimizing quantization trade-offs for reliable real-world performance.

• Coursera
• 1 hour 27 minutes
• On-Demand
• Paid Course

Great Learning

Machine Learning Model Deployment Using Flask - Flask Tutorial

Learn to deploy machine learning models using Flask, covering key concepts, architecture, deployment options, and a step-by-step guide for practical implementation.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Building and Deploying Deep Learning Applications with TensorFlow

516 ratings at LinkedIn Learning

Discover how to install TensorFlow and use it to create, train, and deploy a machine learning model.

• LinkedIn Learning
• 1 hour 47 minutes
• On-Demand
• Free Trial Available

Certified Analytics Professional (CAP) Cert Prep: Domains 1–4

434 ratings at LinkedIn Learning

Learn what it takes to become a Certified Analytics Professional (CAP). Explore the core data science topics covered in the CAP exam.

• LinkedIn Learning
• 2 hours 34 minutes
• On-Demand
• Free Trial Available

Learning Amazon SageMaker

424 ratings at LinkedIn Learning

Learn how to use Amazon SageMaker to analyze data sets and train and deploy predictive machine learning models.

• LinkedIn Learning
• 1 hour 12 minutes
• On-Demand
• Free Trial Available

Great Learning

Machine Learning Model Deployment Using Heroku - Heroku Tutorial for Beginners

Great Learning brings you this tutorial on Machine Learning Model Deployment Using Heroku to take you from the starting point through the finishing point of everything you need to know about this domain and getting started on the journey to master it.

• YouTube
• 35 minutes
• On-Demand
• Free Video

GOTO Conferences

Production Model Deployment

Explore strategies for deploying production models, including data sharing, service building, and AB testing. Learn about ML pipelines, engineering requirements, and effective handoff between data scientists and software engineers.

• YouTube
• 46 minutes
• On-Demand
• Conference Talk

Krish Naik

End to End ML Project With Deployment - Project Problem Statement, EDA and Model Training

Comprehensive guide to building and deploying a machine learning project, covering problem definition, exploratory data analysis, feature engineering, and model training.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Visual Studio Code

How We Ship AI Models - VS Code and Copilot Model Assessment and Deployment

Discover how VS Code and Copilot teams evaluate AI model quality, decide on updates, and balance capability with reliability in their shipping process.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Machine Learning and AI Foundations: Predictive Modeling Strategy at Scale

361 ratings at LinkedIn Learning

Scalability is one of the biggest challenges in data science. Learn how to evaluate data, choose the right algorithms, and perform predictive modeling at scale.

• LinkedIn Learning
• 1 hour 3 minutes
• On-Demand
• Free Trial Available