Graduation assignment: Continuous feature engineering for machine-learning models

Key Skills

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

Job Description

When developing machine learning applications, we create datasets to train the models. The features in the dataset often come from multiple production systems. Before we can start training, we often have to run complex ETL processes to get the features to train a new version of the model. We want to automate this process through continuous feature engineering.

Required interest(s)

• Data engineering
• 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 want to tackle this problem by developing a solution that allows us to continuously collect and store features so that we can later merge these features into datasets to train models on. We also want to use the same solution to quickly make predictions without having to pre-process the inputs on site.

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The assignment

• Investigate which requirements continuous feature engineering must meet.
• Investigate which tools are suitable according to the requirements you have established.
• Develop a Proof of Concept that allows us to validate the idea of ​​continuous feature engineering.

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.