Machine Learning Algorithms
You can learn how ML Algorithms work from MLOps standpoint
In this course, you will learn how Machine Learning algorithms work from the MLOps perspective. We won’t focus on building ML models, but on how to run them in production, and how model type affects deployment, monitoring, explainability, speed, and cost.
We’ll explore regression, decision trees, gradient boosting, clustering, and dimensionality reduction, plus core deep learning blocks like CNNs and MLPs, and practical SVMs and Naive Bayes. You’ll learn how to track model drift, choose the right metrics, plan safe rollouts, and handle issues in real systems with hands-on labs.
You’ll also see how model behavior connects to infrastructure, CI/CD, observability, and cost control. This course builds strong foundations for daily MLOps work with classic ML and essential deep learning models.
What you’ll learn
✓ Understand how different ML algorithms behave in production, and why this affects deployment, monitoring, and resource usage.
✓ Learn which metrics to track for different types of models, and how to check if a model is drifting or underperforming in real time.
✓ Work with NLP and time series models in pipelines, with focus on latency, batching, and scaling in production environments.
✓ Use explainability tools to make model decisions more clear and trusted during audits or incidents.
Course Content
Start learning high demand tech skills today
About Your Instructor
Hi, I’m Alex and I’ve spent over 20 years helping well known startups and enterprises introduce innovations. I also developed and taught Cloud&DevOps part for a Master’s Degree at the University.
In this course, I’ll show you what MLOps looks like in practice – step by step, with real tools and clear guidance.
You don’t need to be an expert. If you want to understand how to start or enforce your career as MLOps Engineer, not just in theory, but in real life, this course is for you. Let’s get started.
All Courses Access
- Access to all current and future courses of Nubes Academy
- Access to all reading materials and downloadable resources
- GitHub repository with source code
Perfect for learners who want to master this topic by themselves.
All Courses Access +
Capstone project + …
- Access to all current and future courses of Nubes Academy
- Access to all reading materials and downloadable resources
- GitHub repository with source code
- Quizzes
- Capstone Projects and Expert review of your results
- Certificate of course completion
- Participation in live Q&A sessions with Experts
- Participation in Slack community
The best option for serious learners who wanna master real-world skills with direct expert guidance.
All courses are developed by experienced instructors with over 10 years of real-world industry expertise. We focus on delivering practical, up-to-date content – not just collecting enrollments, so that every course gives you real value.
Our courses meet high academic standards, and we’re actively working on certification to ensure they align with recognized best practices.
Each course includes video lectures, hands-on labs with screen recordings, quizzes, reading materials, GitHub repository with real project code, and a capstone project. This structure is designed to help you build practical, in-demand skills and knowledge that employers care about.
However, if you’re not satisfied for any reason, you can request a refund in accordance with our Refund Policy – your satisfaction matters to us.
It’s not just skills. It’s your next chapter.
Let’s keep in touch
Join our community and get thoughtful updates, real-world advice, and first access to new courses and offers.