Questions d'entretien Machine Learning Graphics Developer chez Unity

Aller au contenu Aller au pied de page

Unity

Entretiens

Entretien pour Machine Learning Graphics Developer

6 oct. 2019

Employé (anonyme)

Offre acceptée

Expérience positive

Entretien moyen

Candidature

J'ai postulé via la recommandation d'un employé. Le processus a pris 2 semaines. J'ai passé un entretien chez Unity

Entretien

1 HR phone screen, 1 manager phone screen, 1 online coding screen (python), 6-hour onsite interview with various team members: * Open-ended behavioral interview with a graphics developer * Open-ended technical interview with the manager, also a graphics developer * Lunch with a tools engineer and friends, very low-key, feedback not submitted which I really appreciated * Coding interview (language agnostic, I chose python) with lots of helpful feedback, more conceptual than "gotcha" * Machine learning concepts and theory, math/stats arguments seemed to help my case, lots about deep learning architecture and best practices too * Open-ended interview with a technical artist, focused on communication/motivation of ML ideas to people who develop Unity features

Questions d'entretien [6]

Question 1

* How would you construct a dataset of 3D assets for use with deep learning models?

Répondre à cette question

Question 2

* GAN literature overview (stability techniques i.e. regularization/normalization, architectural advances, ...)

Répondre à cette question

Question 3

* Implement an `incrementer` class and methods to count number of increments in some given time interval

Répondre à cette question

Question 4

* Describe all the components of a convolutional neural network (define convolution operation, cross-entropy, and softmax function mathematically, motivate various activations, residual connections, ...)

Répondre à cette question

Question 5

* How do you quantify performance of an ML system?

Répondre à cette question

Question 6

* How would you use ML to solve a game developer / technical artist's day-to-day problems?

Répondre à cette question

Recherches associées: Avis sur Unity | Offres d’emploi chez Unity | Salaires chez Unity | Avantages sociaux chez Unity

Entretiens chez Unity Entretiens d’embauche pour Machine Learning Graphics Developer chez Unity Entretien chez Unity

Unity

Entretien pour Machine Learning Graphics Developer

Entreprises suivies

Recherche d’emplois

Entretien pour Machine Learning Graphics Developer