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Dataiku MLOps
Putting Dataiku into production
Put your projects into production with Dataiku. This course covers the fundamentals of project automation and deployment on Dataiku production environments.
Dataiku MLOps
On request
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Course description
Learn from an Artefact expert how to deploy your Dataiku projects in production. Designed for advanced users of the solution, this course will enable you to automate a machine learning project, then deploy it in production on the automation and API nodes. At the end of the course, you will have acquired the skills needed to obtain Dataiku's official MLOps certification.Objectives
At the end of this course, which combines theory, interactive exercises with Dataiku, and guided case studies, you will be able to :
Implement an automatic process for checking the quality of your data
Automating a project
Deploying a project in production, using automation or APIs
Public
Data scientists and data analysts who have to put projects into production, data engineers, IT specialists.Prerequisites
To have obtained the official Core Designer, ML Practitioner and Advanced Designer certifications, or an equivalent level.Evaluation
Passing the official MLOps Practitioner certification.Program
Dataiku MLOps
1. PREPARING FOR PRODUCTION LAUNCH
4 hours
Measuring data quality with metrics
Check the quality of the data with the checks
Automating a project with scenarios
Scenario triggers
2. PRODUCTION START-UP ON THE AUTOMATION NODE
2 hours
What is the automation node?
Why deploy a project on the automation node?
Creating a project bundle
Publish a bundle on the Deployer node
Pushing a bundle into production on the automation node
Monitoring a project in production
3. DEPLOYING A MODEL ON THE API NODE
2 hours
What is the API node?
Why deploy an API node model?
Creating an endpoint from a machine learning model
Other types of endpoint
Testing your endpoints
Creating an API package
Deploying an API service on the API node
Monitor an API service
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FAQ
Do you have any other questions about Artefact School of Data? We'd love to hear from you.
What is the difference between Artefact School of Data and other courses?
World-renowned learning and a unique educational experience. More than 5,000 students around the world have been trained by our experts atArtefact. You will benefit from immersion training with one of the world leaders in Data & AI, who will share their expertise with you. Every day, you'll learn from real-life cases you've worked on with some of the world's biggest companies.
How do I apply for our courses?
The registration process is very simple: you apply directly for the course of your choice, explaining your motivation and describing your career path. You can also download our full programme and make an appointment with our team.
How can I finance my training?
There are a number of funding solutions available to you: personal funding (in one or more instalments), use of your Personal Training Account (CPF), assistance from Pôle emploi, funding via your company's OPCO if you are in post, Professional Transition Project (PTP), Agefiph, etc. As each professional project and each funding application is unique, we offer you a personalised meeting to answer all your questions and help you through the process. You can also watch a video showing all the financing options available.
Are the courses face-to-face or distance learning?
We recommend taking the course face-to-face, in order to take full advantage of the learning environment within a leading player in Data and Artificial Intelligence, and to benefit from direct exchanges with the trainers and other participants.
However, for greater flexibility, our courses can also be taken at a distance or in a hybrid format. Every effort is made to ensure that you can participate in the best possible conditions, either from our classroom or from home, depending on your preference. This flexible format has been designed to optimise your learning throughout the course.
Who are the speakers at Artefact School of Data?
The lecturers at Artefact School of Data are senior Data Scientists, Data Analysts and Data Engineers. They all work forArtefactone of the world leaders in data. Thanks to their day-to-day work with Artefact's customers, they are confronted with the real and current issues faced by companies. This proximity to the field means that we can offer training that is rooted in the reality of data projects, built on their experience and the challenges they face every day.
Are our training courses Qualiopi certified?
Our training courses are certified "Qualiopi pour l'action de formation".
What support is there to help you find a job?
Every day, our students have the opportunity to work alongside Artefact employeesone of the leaders in the data industry. This means that every day, they meet Data Scientists, Data Analysts, Data Engineers and Data Marketing experts, who make up their team. professional network and increase their chances of securing a future position with Artefact or from one of our partners.