MLOps — From Experiment to Production with MLflow and Kubernetes
Training on MLOps covering the ML model lifecycle, experiment tracking with MLflow, model registry and versioning, CI/CD for ML (automated training, testing, deployment), model serving (TorchServe, TF Serving, BentoML), production model monitoring (data drift, concept drift), Kubernetes for ML workloads, and feature store (Feast).
Why choose this training?
Training on MLOps covering the ML model lifecycle, experiment tracking with MLflow, model registry and versioning, CI/CD for ML (automated training, testing, deployment), model serving (TorchServe, TF Serving, BentoML), production model monitoring (data drift, concept drift), Kubernetes for ML workloads, and feature store (Feast). This training combines theoretical knowledge with intensive hands-on exercises, enabling participants to immediately apply their skills in daily work. The program is designed and delivered by practitioners with real-world experience.
What you will learn
You will gain comprehensive knowledge and practical skills in mlops. The program covers all key aspects from foundational concepts through advanced techniques to real-world implementation patterns.
Through hands-on exercises and realistic scenarios, you will develop the ability to apply learned concepts in your organization. After completing the training, you will have actionable knowledge that translates directly into improved capabilities for your team and organization.
Benefits
- Understand and apply mlops
- Design and implement solutions based on best practices
- Evaluate tools and approaches
- Build implementation roadmap
- Integrate with existing processes
- Measure and optimize outcomes
Who is this training for?
Prerequisites
- IT experience or domain expertise
- Basic understanding of AI concepts is helpful
- Willingness to learn and experiment
Training program
Module 1: Training on MLOps covering the ML model lifecycle
- Overview and key concepts — Training on MLOps covering the ML model lifecycle
- Architecture and design decisions
- Hands-on implementation — workshop
- Configuration and optimization
- Best practices and common pitfalls
- Real-world case studies
Module 2: experiment tracking with MLflow
- Overview and key concepts — experiment tracking with MLflow
- Architecture and design decisions
- Hands-on implementation — workshop
- Configuration and optimization
- Best practices and common pitfalls
- Real-world case studies
Module 3: model registry and versioning
- Overview and key concepts — model registry and versioning
- Architecture and design decisions
- Hands-on implementation — workshop
- Configuration and optimization
- Best practices and common pitfalls
- Real-world case studies
Module 4: CI/CD for ML (automated training
- Overview and key concepts — CI/CD for ML (automated training
- Architecture and design decisions
- Hands-on implementation — workshop
- Configuration and optimization
- Best practices and common pitfalls
- Real-world case studies
Module 5: deployment)
- Overview and key concepts — deployment)
- Architecture and design decisions
- Hands-on implementation — workshop
- Configuration and optimization
- Best practices and common pitfalls
- Real-world case studies
Delivery Methods
Online
- Convenience of participating from anywhere
- Interactive live sessions with trainer
- Materials available for 30 days
- No travel costs
On-site
- Direct contact with trainer and group
- Intensive hands-on workshops
- Networking with other participants
- Full focus on learning
Frequently asked questions
Is this training suitable for my level?
This training is at advanced. Check prerequisites above.
What practical exercises are included?
Hands-on exercises in prepared lab environment with realistic scenarios.
Will I receive a certificate?
Yes — EITT certificate of completion plus comprehensive materials.
Why choose EITT?
500+ experts, 2500+ trainings, 4.8/5 rating. Practitioners with real-world experience.
Request a quote
Funding Options
Check funding options for your company
Development Services Database
Up to 80% funding for SMEs from EU funds
Check availabilityNational Training Fund
Up to 100% funding for employers
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We train teams at Poland's largest companies
Interested in this training?
Contact us - we'll prepare an offer tailored to your organization's needs.