Deploying Machine Learning Models

Course Overview

This course covers the key concepts and practical steps of deploying machine learning models into production. You will learn how to deploy ML models using various tools and techniques to ensure smooth integration into real-world applications.

What you'll learn

Understand the machine learning deployment lifecycle

Prepare machine learning models for production

Use cloud platforms for deploying models

Deploy models using Docker and Kubernetes

Monitor and maintain deployed ML models

Course Content

Introduction to Model Deployment
Preparing Models for Production
Deploying Models with APIs
Using Docker for Model Deployment
Scaling and Managing Deployments with Kubernetes
Deploying on Cloud Platforms
Monitoring and Maintaining Deployed Models
Capstone Project: Deploying a Model to Production