Test details
This test aims to assess your skills in the field of machine learning. The structure of this MCQ is inspired by popular job interview questions in this field. The concepts you'll find here are what recruiters look for when recruiting an entry-level machine learning developer. The list of notions is vast, but expectations are basic.
The list of concepts assessed in this MCQ is written below. I advise you to master them well before starting the test, otherwise some questions may seem difficult to you.
- General information about machine learning (link to AI and deep learning, deep learning vs machine learning, etc.)
- Different type of models (clustering, classification, regression…)
- Basic notions concerning the development of models (different types of models, learning methods, train/evaluation/test sets, ensemble learning, etc.)
- Evaluation of the performance of machine learning models (evaluation of regression models, clustering, generalities, loss function, gradient descent, etc.)
- Preparation of data sets (PCA, normalization…)
- Codes and packages
Good luck!
Test author : Martin Mallet
This test was created by Martin Mallet for ETIC INSA Technologies
As a 21 yo future INSA Lyon engineer, IT is one of my main expertise domains. My current scholarship aims at making me a performance and supply chain expert. I first specialized in data and business analysis through various training courses and professional experiences and then went into machine learning and deep learning.
The combination of the industrial, business and IT skills enabled me to perform in various companies.
Volunteer firefighter since 2016, my passions are the fields of defense, health and firefighting. I hope to be able to start my young career in one of these. Do not hesitate to contact me!
ETIC INSA technologies is the “junior enterprise” of INSA Lyon. It carries out expertise for companies ranging from multinational groups to very small ones in almost all domains of engineering.
Sample question
How to handle missing data in a given training data set ? (which of the following method can be used)
- one correct answer
Developers ratings
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