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Updated weekly · Last refresh Oct 17

Cisco Restaurant + Bar Machine Learning Engineer Interview Questions

The questions to prepare for a Cisco Restaurant + Bar Machine Learning Engineer interview. Questions from real interview reports rank first. Updated daily.

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1
CodingStart here. 3 questions · ~27 min
Implement Nearest-Neighbor SearchHard

Tests your data-structure design for efficient nearest-neighbor retrieval.

Data StructurespythonCisco Restaurant + Bar
Build Vector Similarity ClassMedium
Practice

Implement a custom Python vector class supporting dot product and cosine similarity without numerical libraries.

ArraysData StructurespythonCisco Restaurant + Bar
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2
Behavioral & Leadership6 questions · ~55 min
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3
More topics6 questions · ~55 min
L1 vs L2 RegularizationMedium

Explain how L1 and L2 regularization differ geometrically and probabilistically, grounded in a practical supervised learning example.

Feature EngineeringRegularizationSupervised LearningCisco Restaurant + Bar
Improve Reasoning in SLMsHard

Evaluates your approach to improving reasoning quality in SLMs, including training and evaluation strategies.

reasoningCisco Restaurant + Bar
Design LLM Reward FunctionsHard

Tests your ability to formulate reward signals and evaluation criteria for LLM agents in order-taking workflows.

Cisco Restaurant + Bar
Gradient Descent and AdamMedium

Tests your understanding of optimization theory and practical differences between gradient descent variants.

model trainingGradient DescentoptimizationCisco Restaurant + Bar
Optimize RAG and Vector SearchHard

Tests your understanding of RAG system design and performance optimization for fast retrieval.

Vector SearchRetrievalCisco Restaurant + Bar
Transformer Attention ScalingHard

Tests your knowledge of attention complexity and methods to reduce compute and memory costs.

Cisco Restaurant + Bar

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