What You'll Learn

  • Understand the core concepts
  • benefits
  • and evolution of MLOps.
  • Learn the differences between MLOps and DevOps practices.
  • Set up a version-controlled MLOps project using Git and Docker.
  • Build end-to-end ML pipelines from data preprocessing to deployment.
  • Transition ML models from experimentation to production environments.
  • Deploy and monitor ML models for performance and data drift.
  • Gain hands-on experience with Docker for ML model containerization.
  • Learn Kubernetes basics and orchestrate ML workloads effectively.
  • Set up local and cloud-based MLOps infrastructure (AWS
  • GCP
  • Azure).Troubleshoot common challenges in scalability
  • reproducibility
  • and reliability.

Requirements

  • Basic Python Programming Skills: Familiarity with Python syntax and scripting.
  • Fundamentals of Machine Learning: Understanding of ML concepts like training
  • testing
  • and evaluation.
  • Basic Knowledge of Data Science Tools: Exposure to Jupyter Notebooks or similar tools.
  • Understanding of Version Control: Familiarity with Git for tracking code changes.
  • Willingness to Learn Docker and Kubernetes: No prior experience needed
  • but a readiness to learn these tools is essential.
  • Basic Command-Line Skills: Ability to navigate and execute commands in a terminal.
  • Access to a Computer with Internet Connection: Suitable for running Docker and cloud services.
  • Curiosity and Problem-Solving Mindset: Enthusiasm to troubleshoot and optimize workflows.

Description

In today’s AI-driven world, the demand for efficient, reliable, and scalable Machine Learning (ML) systems has never been higher. MLOps (Machine Learning Operations) bridges the critical gap between ML model development and real-world deployment, ensuring seamless workflows, reproducibility, and robust monitoring. This comprehensive course, Mastering MLOps: From Model Development to Deployment, is designed to equip learners with hands-on expertise in building, automating, and scaling ML pipelines using industry-standard tools and best practices.

Throughout this course, you will dive deep into the key principles of MLOps, learning how to manage the entire ML lifecycle — from data preprocessing, model training, and evaluation to deployment, monitoring, and scaling in production environments. You’ll explore the core differences between MLOps and traditional DevOps, gaining clarity on how ML workflows require specialized tools and techniques to handle model experimentation, versioning, and performance monitoring effectively.

You’ll gain hands-on experience with essential tools such as Docker for containerization, Kubernetes for orchestrating ML workloads, and Git for version control. You’ll also learn to integrate cloud platforms like AWS, GCP, and Azure into your MLOps pipelines, enabling scalable deployments in production environments. These skills are indispensable for anyone aiming to bridge the gap between AI experimentation and real-world scalability.

One of the key highlights of this course is the practical, hands-on projects included in every chapter. From building end-to-end ML pipelines in Python to setting up cloud infrastructure and deploying models locally using Kubernetes, you’ll gain actionable skills that can be directly applied in real-world AI and ML projects.

In addition to mastering MLOps tools and workflows, you'll learn how to address common challenges in ML deployment, including scalability issues, model drift, and monitoring performance in dynamic environments. By the end of this course, you’ll be able to confidently transition ML models from Jupyter notebooks to robust production systems, ensuring they deliver consistent and reliable results.

Whether you are a Data Scientist, Machine Learning Engineer, DevOps Professional, or an AI enthusiast, this course will provide you with the skills and knowledge necessary to excel in the evolving field of MLOps.

Don’t just build Machine Learning models — learn how to deploy, monitor, and scale them with confidence. Join us in this transformative journey to Master MLOps: From Model Development to Deployment, and position yourself at the forefront of AI innovation.

This course is your gateway to mastering the intersection of AI, ML, and operational excellence, empowering you to deliver impactful and scalable AI solutions in real-world production environments.

Who this course is for:

  • Data Scientists looking to transition their models from experimentation to production.
  • Machine Learning Engineers aiming to master end-to-end ML workflows.
  • DevOps Professionals interested in integrating ML workflows into CI/CD pipelines.
  • AI Enthusiasts eager to understand how to scale and monitor ML models effectively.
  • Software Engineers who want to add MLOps skills to their toolkit.
  • Technical Project Managers overseeing AI/ML projects and workflows.
  • Students and Beginners curious about building real-world ML systems.
  • IT Professionals aiming to specialize in AI infrastructure and deployment.
  • Entrepreneurs planning to deploy AI products efficiently at scale.
  • Anyone Passionate About AI & ML Operations looking to gain practical
  • hands-on experience in MLOps tools and practices.
Introducing MLOps: From Model Development to Deployment

Course Includes:

  • Price: FREE
  • Enrolled: 12399 students
  • Language: English
  • Certificate: Yes
  • Difficulty: Beginner
Coupon verified 09:18 PM (updated every 10 min)

Recommended Courses

Algorithm Alchemy: Unlocking the Secrets of Machine Learning
4.4787235
(47 Rating)
FREE

Master Key Machine Learning Algorithms: From Basics to Real-World Applications

Enrolled
Mastering PyTorch - 100 Days: 100 Projects Bootcamp Training
4.0408163
(49 Rating)
FREE
Category
Development, Data Science, PyTorch
  • English
  • 13951 Students
Mastering PyTorch - 100 Days: 100 Projects Bootcamp Training
4.0408163
(49 Rating)
FREE

From Basics to Advanced Deep Learning Training

Enrolled
TensorFlow: Basic to Advanced - 100 Projects in 100 Days
4.09
(78 Rating)
FREE
Category
Development, Data Science, TensorFlow
  • English
  • 17888 Students
TensorFlow: Basic to Advanced - 100 Projects in 100 Days
4.09
(78 Rating)
FREE

Flexible, Scalable, Open-Source Machine Learning Framework

Enrolled
Pakistani Cooking - Become a Asian Cooking Master
4.6847825
(46 Rating)
FREE
Category
Lifestyle, Food & Beverage, Indian Cooking
  • English
  • 4823 Students
Pakistani Cooking - Become a Asian Cooking Master
4.6847825
(46 Rating)
FREE

Cooking like pro chef, Master the Asian Cooking which is very tasty.

Enrolled
cPanel Essentials: Mastering Web Hosting Management
4.55
(20 Rating)
FREE
Category
Development, Web Development, cPanel
  • Urdu
  • 6895 Students
cPanel Essentials: Mastering Web Hosting Management
4.55
(20 Rating)
FREE

Your Comprehensive Guide to Effective Website Administration with cPanel

Enrolled
Executive Diploma in Innovation Management
4.32
(255 Rating)
FREE
Category
Business, Business Strategy, Business Fundamentals
  • English
  • 22302 Students
Executive Diploma in Innovation Management
4.32
(255 Rating)
FREE

Executive course at management in area of innovations, startups, investments, business and entrepreneurship leadership

Enrolled
PHP with MySQL: Build Complete Coffee Shop System
4.43
(153 Rating)
FREE

Build Amazing Coffee Shop Management System with PHP MySQL Bootstrap PayPal and PDO

Enrolled
(ISC)2 Certified in Cybersecurity (CC) Practice Exams: Set 2
4.53
(101 Rating)
FREE

4 Practice Exams, 400 Questions, Answers and Explanations covering all domains in the CC exam objectives

Enrolled
Java Concurrency: Multithreading with Exercises - 2025
4.8461537
(13 Rating)
FREE

Concurrency, Multithreading, Synchronization, Executor Framework, Fork/Join Framework, Atomic Variables and more

Enrolled

Previous Courses

Master Your Voice: Public Speaking Made Easy
4.02
(128 Rating)
FREE
Category
Personal Development, Leadership, Public Speaking
  • English
  • 10637 Students
Master Your Voice: Public Speaking Made Easy
4.02
(128 Rating)
FREE

Unlock the Power of Effective Communication and Influence Any Audience

Enrolled
Unlock Your Potential: Personal Development Mastery
4.382353
(17 Rating)
FREE

Building a Better You: The Complete Personal Development Program

Enrolled
Mastering DeepScaleR: Build & Deploy AI Models with Ollama
4.366667
(30 Rating)
FREE
Category
Development, Data Science
  • English
  • 8387 Students
Mastering DeepScaleR: Build & Deploy AI Models with Ollama
4.366667
(30 Rating)
FREE

Build AI Chatbots, Deploy Local AI Models, and Create AI-Powered Apps Without Cloud APIs using DeepScaleR-1.5B AI Model

Enrolled
SHRM-SCP Exam Mastery: 402 Key Questions for Success
4.875
(4 Rating)
FREE

Ace the SHRM Senior Certified Professional (SHRM-SCP Exam) with Confidence Using 402 Practice Questions

Enrolled
Talent Acquisition: HR Planning, Recruiting and Onboarding
4.311947
(1092 Rating)
FREE
Category
Business, Human Resources
  • English
  • 24941 Students
Talent Acquisition: HR Planning, Recruiting and Onboarding
4.311947
(1092 Rating)
FREE

Talent Acquisition: Planning workforce, Recruiting and Onboarding, Talent Management, HR Management by MTF Institute

Enrolled
LPI Linux Essentials 010-160 Certification Exam Practice
4.4
(167 Rating)
FREE

Want to pass LPI 010-160 exam? You need practice, not just watching entertaining videos!

Enrolled
Java Training Crash Course for Java Beginners
4.2708335
(804 Rating)
FREE
Category
IT & Software, IT Certifications, Java
  • English
  • 53561 Students
Java Training Crash Course for Java Beginners
4.2708335
(804 Rating)
FREE

Learn Java in the Java Training Crash Course for Java Beginners, Learn Basics Of Java

Enrolled
Capcut Ninja: Mastering Video Editing Basics to Advanced
4.05
(132 Rating)
FREE

Become a Capcut Editing Master: Effects, Music, Color Grading and More Beginner to Advanced

Enrolled
Ultimate Guide to Creating Presentations with PowerPoint
4.42
(84 Rating)
FREE

From Beginner to Boardroom: Essential PowerPoint for Impactful Presentations

Enrolled

Total Number of 100% Off coupon added

Till Date We have added Total 609 Free Coupon. Total Live Coupon: 568

Confused which course 100% Off coupon is live? Click Here

For More Updates Join Our Telegram Channel.