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Course Outline
Introduction
- Kubeflow on Azure vs on-premise vs on other public cloud providers
Overview of Kubeflow Features and Architecture
Overview of the Deployment Process
Activating an Azure Account
Preparing and Launching GPU-enabled Virtual Machines
Setting up User Roles and Permissions
Preparing the Build Environment
Selecting a TensorFlow Model and Dataset
Packaging Code and Frameworks into a Docker Image
Setting up a Kubernetes Cluster Using AKS
Staging the Training and Validation Data
Configuring Kubeflow Pipelines
Launching a Training Job.
Visualizing the Training Job in Runtime
Cleaning up After the Job Completes
Troubleshooting
Summary and Conclusion
Requirements
- An understanding of machine learning concepts.
- Knowledge of cloud computing concepts.
- A general understanding of containers (Docker) and orchestration (Kubernetes).
- Some Python programming experience is helpful.
- Experience working with a command line.
Audience
- Data science engineers.
- DevOps engineers interesting in machine learning model deployment.
- Infrastructure engineers interested in machine learning model deployment.
- Software engineers wishing to automate the integration and deployment of machine learning features with their application.
Testimonials
Niektóre ćwiczenia laboratoryjne.
Rafał Mikulak, Uniwersytet Szczeciński
AZ-104T00-A: Microsoft Azure Administrator Course
Assimilable form of classes
Marek - Rafał Mikulak, Uniwersytet Szczeciński
AZ-104T00-A: Microsoft Azure Administrator Course
Examples, relaxed atmosphere, ...
Marek - Rafał Mikulak, Uniwersytet Szczeciński
AZ-040T00: Automating Administration with PowerShell Course
He is very knowledgeable and is able to explain everything he is asked.
Christine Abele, INIT GmbH
Architecting Microsoft Azure Solutions Course
Excellent notes and knowledge on topic.
Christine Abele, INIT GmbH
Architecting Microsoft Azure Solutions Course
I enjoyed the whole course. The content, pace and balance between practical demos and theory was spot on!
Christine Abele, INIT GmbH
Architecting Microsoft Azure Solutions Course
The details and the presentation style.
Cristian Mititean - Edina Kiss, Accenture Industrial SS
Azure Machine Learning (AML) Course
Interactive, a lot of exercises
Edina Kiss, Accenture Industrial SS
Azure Machine Learning (AML) Course
The Exercises
Khaled Altawallbeh - Edina Kiss, Accenture Industrial SS
Azure Machine Learning (AML) Course
The lab materials and hands on exercise is very useful to get a better understanding of the key concepts
Mohammad Khan, UNESCAP (Financial Resources Management Section)
Microsoft Azure Infrastructure and Deployment Course
Dawid is a really good at what he does, he makes something very complicated seem like a stroll in the park.
Dirk Nagel - Derivco IOM
Kubernetes on Azure (AKS) Course
The hand-on part was really good. I would just give students a headsup to have 2 screens (as I started with a laptop only) - as you have to follow and do it yourself.
Theresa Conradie
Kubernetes on Azure (AKS) Course
Dawid is a great trainer, very patient with the group
Kubernetes on Azure (AKS) Course
A lot of exercises and chances to test different features. Good introduction to Azure AI applications.
EY GDS
AI-102T00: Designing and Implementing a Microsoft Azure AI Solution Course
Exercises & hands-on labs!
EY GDS
AI-102T00: Designing and Implementing a Microsoft Azure AI Solution Course
Trainer engagement to keep the group as active as possible.
EY Global Services (Poland) Sp. z o.o.
Azure DevOps Fundamentals Course
Jestem pod mega wrażeniem stylu prowadzenia szkolenia przez Daniela - w grupie z dużą rozbieżnością wiedzy, wszyscy uczestnicy bez problemu poradzili sobie z każdym zadaniem dzieki bardzo dobrze użytkowo przekazaniej wiedzy. Mam wrażenie, że trener zna odpowiedzi na wszystkie pytania - nie pozostawił pytania bez odpowiedzi. Co podobalo mi sie najbardziej? To, że mieiśmy okazję robić Labs i ćwiczyć. Uważam, że jest to najlepszy sposób nauki - kursant może 'dotknąć' narzędzia, sprawdzić jak działa i czuje się pewniej w tym co robi. Dodatkowo Daniel zaciekawił mnie szkoleniem tak, że na pewno będę chciała drążyć temat.
EY Global Services (Poland) Sp. z o.o.
Azure DevOps Fundamentals Course
Daniel ma bardzo dużą wiedzę popartą doświadczneniem. Podczas szkolenia potrafił świetnie zobrazowań niektóre zagadnienia przytaczając bardzo realne przykłady. To było bardzo istotne i zdecydowanie lepsze od recytowania tylko regułek i definicji.
Przemysław Kormański - EY Global Services (Poland) Sp. z o.o.
Azure DevOps Fundamentals Course
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