From Notebook to Production: Hands-on MLOps Workshop

Schedule

Fri Nov 14 2025 at 09:00 am to 05:00 pm

UTC+01:00

Location

WeWork - Axel-Springer-Platz - Private Büroflächen und Coworking | Hamburg, HH

Advertisement
Master MLOps with Kubeflow & MLflow: From Experiments to Production in One Day
About this Event

Learn how to build scalable, reproducible ML workflows using industry-standard open source tools. Whether you're working with traditional models or large language models - this hands-on workshop covers real code, real results, real deployments. (PowerPoint slides kept to an absolute minimum!)


Key Benefits
  • Platform Independent: Use open source tools only, avoid vendor lock-in
  • Production Ready: Learn proven workflows that scale from your machine to enterprise clusters
  • Hands-on Learning: Build and deploy scalable and reproducible ML pipelines yourself, not just theory
  • Expert Guidance: Learn from prokube's MLOps engineers with years of experience


What You'll Learn

By the end of this workshop, you'll be able to:

  • Build scalable ML training pipelines with Kubeflow Pipelines for reproducible data preprocessing and model training
  • Track experiments systematically with MLflow for ML experiment tracking and model management
  • Deploy trained models to production using KServe for high-performance, higly available and scalable model serving
  • Set up model registry workflows and configure deployment automation


Who Should Attend
Perfect for:
  • Python Developers transitioning into ML engineering
  • Data Scientists wanting to productionize their models
  • ML Engineers seeking to master industry-standard tools
  • Team Leads planning MLOps implementations

Prerequisites:
  • Python experience (intermediate level)
  • Basic understanding of containerization (Docker concepts)
  • ML fundamentals (model training, evaluation basics)
  • Laptop with webbrowser installed

Not required:
  • Kubernetes expertise (we'll cover the basics)
  • Prior MLOps experience
  • Specific ML framework knowledge
  • Local development environment


*Our confidence guarantee - we're sure you'll find value that we'll refund your fee if you didn't feel you got your money's worth - no questions asked (only if you attendet the complete workshop).


Questions?

Contact us at [email protected]


Agenda
Welcome & MLOps Fundamentals (30 min)

Info: 1) Introductions and networking; 2) Why MLOps matters: From notebook chaos to production success; 3) Overview of the open source MLOps ecosystem


Technical Foundation (30 min)

Info: 1) Container & Kubernetes essentials for ML; 2) Introduction to Kubeflow architecture; 3) Setting up your development environment


Kubeflow Pipelines Deep Dive (2 hours)

Info: 1) Theory (30 min): Pipeline concepts, components, and workflows; 2) Hands-on (90 min): Launch your first (Kubeflow) notebook environment, build lightweight pipeline components, create your first ML pipeline, execute, debug and monitor pipeline runs


Lunch Break (12:00-14:00)

Info: Networking lunch with fellow participants and prokube team


MLflow Integration (45 min)

Info: 1) Experiment Tracking: Organize and compare model experiments; 2) Model Registry: Manage model versions and deployments; 3) Hands-on: Integration with Kubeflow workflows


Model Serving with KServe (75 min)

Info: 1) Theory (30 min): Production serving requirements and KServe architecture; 2) Hands-on (45 min): Deploy and test your trained models


Advanced Topics & Next Steps (45 min)

Info: 1) Containerized components for complex workflows; 2) Hyperparameter tuning with Katib; 3) Multi-GPU multi-node training with Training Operator; 4) Custom transformers and serving logic; 5) Building your MLOps roadmap


Wrap-up & Q&A (15 min)

Info: 1) Key takeaways and best practices; 2) Resources for continued learning; 3) prokube platform demonstration


Advertisement

Where is it happening?

WeWork - Axel-Springer-Platz - Private Büroflächen und Coworking, Axel-Springer-Platz 3, Hamburg, Germany

Event Location & Nearby Stays:

Tickets

EUR 300.00

Icon
Know what’s Happening Next — before everyone else does.
prokube.ai GmbH

Host or Publisher prokube.ai GmbH

Ask AI if this event suits you:

Discover More Events in Hamburg

Kontra K in HAMBURG
Thu, 13 Nov at 08:00 pm Kontra K in HAMBURG

Barclays Arena

CONCERTS MUSIC
Parov Stelar in Hamburg
Thu, 13 Nov at 08:00 pm Parov Stelar in Hamburg

Georg Elser Halle

ART LIVE-MUSIC
SOLD OUT \/ Terry Hoax \/\/ Celebrate Nothing Tour 2025 \/\/ Hamburg
Thu, 13 Nov at 09:00 pm SOLD OUT / Terry Hoax // Celebrate Nothing Tour 2025 // Hamburg

Marias Ballroom

MUSIC ENTERTAINMENT
MIKE BREEZE \u2646 + METAMORPHONIA live in Kir HAMBURG, 13.11.2025, Thursday 20:00
Thu, 13 Nov at 09:00 pm MIKE BREEZE ♆ + METAMORPHONIA live in Kir HAMBURG, 13.11.2025, Thursday 20:00

Kir Hamburg

ENTERTAINMENT CONCERTS
DevFest'25 Hamburg
Fri, 14 Nov at 10:00 am DevFest'25 Hamburg

Sparkassen Innovation Hub

WORKSHOPS BUSINESS
Ausdruckstarke SW-Portraits
Fri, 14 Nov at 12:30 pm Ausdruckstarke SW-Portraits

Calumet Photo Video Hamburg

WORKSHOPS ART
BETTY - CH\u00c4IRWALK -DEAD SPARKS
Fri, 14 Nov at 02:00 pm BETTY - CHÄIRWALK -DEAD SPARKS

Hannoversche Str. 85, 21079 Hamburg, Germany

MUSIC ENTERTAINMENT
Eine Weihnachtsgeschichte nach Charles Dickens
Fri, 14 Nov at 03:00 pm Eine Weihnachtsgeschichte nach Charles Dickens

Spielbudenplatz 29-30, 20359 Hamburg, Germany

CHRISTMAS
Indische K\u00fcche - Kochkurs in Hamburg Eimsb\u00fcttel
Fri, 12 Jan at 06:00 pm Indische Küche - Kochkurs in Hamburg Eimsbüttel

KURKUMA Kochschule - Eimsbüttel

COOKING WORKSHOPS
LA DOLCE VITA - Kochkurs in Hamburg Eimsb\u00fcttel
Fri, 19 Jan at 06:00 pm LA DOLCE VITA - Kochkurs in Hamburg Eimsbüttel

KURKUMA Kochschule - Eimsbüttel

FOOD-DRINKS ART
RAMEN - GYOZA - KIMCHI - Kochkurs in Hamburg Wandsbek
Tue, 22 Oct at 06:00 pm RAMEN - GYOZA - KIMCHI - Kochkurs in Hamburg Wandsbek

KURKUMA Kochschule - Wandsbek

ART
AFRIKA AFRIKA - KOCHKURS in Hamburg Eimsb\u00fcttel
Thu, 05 Dec at 06:00 pm AFRIKA AFRIKA - KOCHKURS in Hamburg Eimsbüttel

KURKUMA Kochschule - Eimsbüttel

ART FOOD-DRINKS
THAI STREET FOOD - Kochkurs in Hamburg Eimsb\u00fcttel
Fri, 17 Jan at 06:00 pm THAI STREET FOOD - Kochkurs in Hamburg Eimsbüttel

KURKUMA Kochschule - Eimsbüttel

FOOD-DRINKS ART
Infor BI Professional - Schulung in Hamburg
Mon, 08 Jun at 09:00 am Infor BI Professional - Schulung in Hamburg

Business Center Fleethof

WORKSHOPS VIRTUAL
IBM Planning Analytics TM1 Professional - Schulung in Hamburg
Wed, 24 Jun at 09:00 am IBM Planning Analytics TM1 Professional - Schulung in Hamburg

Business Center Fleethof

WORKSHOPS VIRTUAL
ERN\u00c4HRUNG MIT RHEUMA - TAGESWORKSHOP in Hamburg Eimsb\u00fcttel
Sun, 13 Sep at 10:00 am ERNÄHRUNG MIT RHEUMA - TAGESWORKSHOP in Hamburg Eimsbüttel

KURKUMA Kochschule - Eimsbüttel

WORKSHOPS ART
Startups Fund Raising Program
Fri, 18 Sep at 07:00 pm Startups Fund Raising Program

Hamburg

BUSINESS CONFERENCES
BALAGAN - ISRAELISCHER KOCHKURS in Hamburg Wandsbek
Thu, 14 Jan at 06:00 pm BALAGAN - ISRAELISCHER KOCHKURS in Hamburg Wandsbek

KURKUMA Kochschule - Wandsbek

WORKSHOPS COOKING
LE MARRAKECH - Kochkurs in Hamburg Wandsbek
Tue, 26 Jan at 06:00 pm LE MARRAKECH - Kochkurs in Hamburg Wandsbek

KURKUMA Kochschule - Wandsbek

FOOD-DRINKS ART
Kostenloser Erste-Hilfe-Kurs (Pflicht f\u00fcrs Referendariat)
Sun, 30 May at 10:00 am Kostenloser Erste-Hilfe-Kurs (Pflicht fürs Referendariat)

Mayflower Capital AG

WORKSHOPS

What's Happening Next in Hamburg?

Discover Hamburg Events