Explain activations, losses, and Adam

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Quick Overview

This question evaluates understanding of neural network building blocks (layers and activation functions), comparative properties of activation/gating functions, principled selection of loss functions for different problem settings, and the internal mechanics and hyperparameters of the Adam optimizer.

Explain activations, losses, and Adam

Company: LinkedIn

Role: Machine Learning Engineer

Category: Machine Learning

Difficulty: medium

Interview Round: Onsite

Overview: This question evaluates understanding of neural network building blocks (layers and activation functions), comparative properties of activation/gating functions, principled selection of loss functions for different problem settings, and the internal mechanics and hyperparameters of the Adam optimizer.

Read the full LinkedIn Machine Learning Engineer interview experience this question came from

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LinkedIn
Feb 11, 2026
mediumMachine Learning EngineerOnsiteMachine Learning
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