Learn MLOps: Free AI Model Deployment Course Online
You will learn to push machine learning models into production with this free MLOps course. In just about 1 hour across 6 modules and 17 video lessons, you'll master auto-scaling, cloud deployment strategies, and model versioning. You can also add an optional certificate to your profile.
AI Model Deployment course syllabus
01 AI Model Deployment
- Introduction to AI Model Deployment
- Best Practices for AI Model Deployment
- Key steps involved in deploying AI models on Azure
02 Auto-Scaling and Model Versioning
- Auto-Scaling for AI Models
- Model Versioning Best Practices
- Model Maintenance Strategies
- Performance Optimization for AI Models
03 Scalable AI Models
- Understanding Scalable AI Models
- Scalable AI Model Architectures
04 Real-Time Recommendations and Performance Optimization
- Real-Time Recommendation Systems
- Performance Monitoring and Tuning
05 Cloud Deployment Strategies
- Cloud Deployment Best Practices
- Azure Deployment for AI Models
- Auto-Scaling in Cloud Environments
06 Model Maintenance and Scalability Testing
- Model Maintenance Best Practices
- Scalability Testing Strategies
- Model Versioning and Maintenance
Skills you'll gain
Add these to your LinkedIn profile and resume the day you finish.
Who should take this AI Model Deployment course?
And exactly what you need before starting (spoiler: almost nothing).
This course is for
- Data science students who want to learn how to put their local machine learning projects into production.
- Software engineers in India looking to transition into MLOps or AI engineering roles.
- Working professionals who need to understand cloud deployment strategies for scalable AI models.
- Self-taught developers looking for a structured MLOps certification path to build their resume.
Prerequisites
- Basic understanding of machine learning concepts and Python programming is required.
- Familiarity with training simple models using frameworks like Scikit-Learn or TensorFlow.
- A computer with an internet connection to access the cloud deployment tools.
How learning works on LearnTube
The structure of a bootcamp, the price of free.
AI curates your path
Our AI picks the top 1% of video content for each topic and arranges it into a structured, goal-based curriculum. No more tutorial roulette.
Learn, then get quizzed
After every lesson, your AI tutor asks you a question and gives personalised feedback on your answer, so gaps get fixed immediately.
Finish with proof
Complete the course, build the capstone project, and claim a certificate recognised by 900+ hiring partners.
A complete AI Model Deployment course: free, structured and job-focused
By the end of this training, you'll be able to take machine learning models out of the lab and put them into real-world production environments. This AI Model Deployment course covers the exact steps needed to make your algorithms accessible to users. Over 6 modules, you will start with an Introduction to AI Model Deployment before moving into Auto-Scaling and Model Versioning. From there, you'll learn how to build Scalable AI Models and handle Real-Time Recommendations and Performance Optimization. We finish up by looking at Cloud Deployment Strategies and essential Model Maintenance and Scalability Testing.
LearnTube takes the best educational content on the internet and organizes it into a structured learning path. We curate high-quality YouTube video lessons and pair them with our interactive AI tutor. After every single one of the 17 video lessons, the AI tutor will give you a quick quiz to test your understanding and help the concepts stick. It is a completely free way to learn MLOps and cloud deployment, so you don't have to get lost in endless search results.
While the learning experience is totally free, you can choose to upgrade with an optional paid certificate once you finish the material. This is a great way to show hiring managers that you actually know how to deploy models. With over 60,000 learners and 900 hiring partners on our platform, you'll be joining a massive community of professionals building practical tech skills.
Jobs you can target after learning AI Model Deployment
AI Model Deployment is a gateway skill for some of the fastest-growing roles in tech.
Manages the deployment, scaling, and monitoring of machine learning models in production environments.
Builds predictive models and works with engineering teams to deploy them for business applications.
Develops scalable artificial intelligence systems and integrates them into existing software products.
Typical entry-level salary ranges in India as of September 2026. Actual compensation varies by city, company and experience.
Earn a AI Model Deployment certificate employers recognise
Finish the course and claim a certificate you can share anywhere.
- Learn 100% free: every lesson, quiz and the AI tutor cost nothing
- Claim your certificate when you complete the course (an optional paid add-on)
- Recognised by 900+ hiring partners across India
- One click to share on LinkedIn and add to your resume
Why learners choose LearnTube
Real reviews from Google. You learn free, you get assessed free, and you pay only if you want the certificate.
Though I have 11 years of experience as an HRBP, the course helped me refresh my knowledge and gave me insights into new trends in the market. The modules were clear and easy to understand, and the quizzes were well designed. I have added the certificate to my LinkedIn profile.
I had a lot of doubts while learning, but the AI chatbot answered them in detail with simple summaries. The videos on the platform saved me a lot of time as I didn't have to search YouTube and watch random content.
Just earned my certificate in HR Management from LearnTube.ai! The platform is user-friendly and the assessment was a great way to validate my knowledge. Feeling proud of this accomplishment!
I enrolled in a LearnTube personalized course to get into a Data Analytics role. It helped me learn SQL in depth and gave me hands-on experience with Power BI. I attached the LearnTube certificate to my CV, it added credibility to my profile, and I'm currently in the interview process.
The interface is user-friendly and intuitive, making it easy to navigate the course. I encountered no errors during my time using the platform, which was a refreshing change from other online learning platforms.
Just cleared the Business Analyst assessment and got certified! Loved how the course simplifies big concepts like data-driven decision making into short, practical lessons. The automated quizzes kept me on track the whole time. Perfect boost for my resume!
The certificate gave me a real edge during my B.Tech. By the time I graduated, I had skills that set me apart from my peers, and the certification opened up more job opportunities. It gave me the confidence to stand out during interviews.
I manage many software projects as a General Manager and was looking for a good certification program to stay competitive. After researching many programs, I chose LearnTube and it was much better than I expected. The material is well-organized and practical, and what I liked most is the lifetime access.
Frequently asked questions
Everything learners ask before starting this AI Model Deployment course.
Is this MLOps course really free to take?
Yes, the entire learning experience is completely free. You get full access to all 6 modules, 17 video lessons, and the AI tutor quizzes without paying anything. The only paid feature is the optional completion certificate.
How do I get the AI model deployment certificate?
Once you finish all the video lessons and pass the AI tutor quizzes, you can purchase the optional certificate. You can then download it and easily add it to your resume or LinkedIn profile to prove your skills.
Why not just watch plain YouTube tutorials?
Finding the right videos takes time, and watching passively rarely builds real skills. LearnTube curates the best videos into a logical path and adds an AI tutor that tests your knowledge after every lesson to ensure you actually learn.
What software do I need installed for this training?
You do not need any heavy software installed locally. You will mostly use a standard web browser to access cloud platforms and write deployment scripts. A basic code editor like VS Code is helpful for following along.
Is this a self-paced machine learning deployment course?
Yes, the course is entirely self-paced. The material takes about 1 hour to complete, but you can spread the 17 video lessons across a few days or finish them all in one sitting based on your schedule.
Can I learn MLOps on my mobile phone?
Yes, the LearnTube platform works perfectly on mobile devices. You can watch the AI deployment video lessons and answer the AI tutor quizzes directly from your phone, making it easy to study while commuting or traveling.
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Pair AI Model Deployment with a complementary skill to stand out even more.
Start learning AI Model Deployment today, for free
17 lessons, an AI tutor that never gets tired, and a certificate at the finish line. All you need is an hour a day.
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