Graduation assignment: Prevent machine learning models from failing in production with good monitoring

Key Skills

Aartificial intelligence, ChatGPT, Data Engineering, Design, IT, Machine learning techniques, MLOps tools, Python Programming

Job Description

Several Info Support customers deploy machine-learning models in production and are now discovering that they can develop problems without it being very visible. Concept drift and data drift shifts the concept or properties relative to the information during training. During this assignment you will look for a solution to identify concept drift and data drift and monitor the model accordingly.

Required interest(s)

• MLOps
• Machine-Learning
• Python

What do you get

• A challenging graduation assignment
• Graduation allowance: €1000 gross or €500 gross + lease car or €600 gross + living space
• Professional guidance
• Trainings aimed at your graduation trajectory
• Sparring with other graduates and colleagues
• Two vacation days per month

What you're going to do

• 35% Graduation research
• 40% Analyze, design, realize
• 25% Documentation

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We regularly deal with concept drift, where the idea of, for example, the concept of 'fraud' shifts compared to when we created the model. In addition, we also have to deal with data drift, where the properties of the data that the model sees in production shift compared to when we trained it. We would like a method to monitor the model in production for these two problems. We would also like to receive a timely signal if the model suffers from data drift or concept drift.

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The assignment

• Investigate how we can detect data drift and concept drift.
• Investigate what tools are available to provide insight into data drift and concept drift.
• Investigate how we can integrate concept drift and data drift monitoring into our existing monitoring solution.
• Create a Proof of Concept based on the research.

What does Info Support offer you during your graduation period?

Naturally, we offer you an excellent package of graduation conditions with various options. Think about:

• Laptop, all necessary tools and development environments to successfully complete your assignment
• A graduation allowance where you can choose from:
• €1000 gross per month
• €500 gross per month + lease car with fuel card
• €600 gross per month + living space in Veenendaal

During your graduation internship you will be included in one of our business units. This way you immediately get a good idea of ​​the developments within our projects.

In addition, Info Support offers you:

• A challenging graduation assignment at a solid, growing and financially healthy company
• Professional and experienced guidance, hybrid working
• A graduation program including training, knowledge evenings, project visits, activities and team, unit and company outings
• Experimenting with new products and releases that are in the pre-release phase
• Sparring with other graduating students and collegial and passionate IT colleagues
• View of the IT Top Traineeship with permanent employment!

Over Info Support

Info Support is a specialist in custom software, data/AI solutions, management and training and active in the Finance, Industry, Agriculture, Food & Retail, Mobility & Public and Healthcare sectors. We offer solid and innovative solutions for complex and business-critical software issues. Our head offices are located in Veenendaal (NL) and Mechelen (BE). Info Support currently employs approximately 500 employees.