Top 30
Prep plan
Updated weekly · Last refresh Oct 17

RAMP Consulting Group AI Engineer Interview Questions

The questions to prepare for a RAMP Consulting Group AI Engineer interview. Questions from real interview reports rank first. Updated daily.

30questions
~5htotal time
Track your progressSign up free to work through all 30 questions and resume where you left off.
Start practicing free →
1
CodingStart here. 5 questions · ~51 min
Longest Path in a DAGHard
Practice

Use topological ordering and dynamic programming to recover the longest dependency pipeline in a directed acyclic graph.

Dynamic ProgrammingtraversalGraphsRAMP Consulting Group
Detect Cycles in Microservice NetworksMedium
Practice

Use Tarjan's algorithm to find cyclic service groups and isolate every anomalous microservice in a directed dependency graph.

dfsbfsGraphsRAMP Consulting Group
More Coding questions with a free account
2
Machine Learning4 questions · ~41 min
Handle Imbalanced ClassificationMedium

Choose a classification strategy that performs well when the positive class is rare and costly to miss.

Cross-ValidationRegularizationSupervised LearningRAMP Consulting Group
More Machine Learning questions with a free account
3
Generative AI & LLMs7 questions · ~72 min
Improve RAG Answer QualityHard

Design and evaluate a RAG assistant over internal policy and delivery docs with strict latency, cost, and hallucination limits.

Prompt EngineeringRAGLLM EvaluationRAMP Consulting Group
Approach LLM Fine-Tuning for TasksMedium

Explain a practical approach to fine-tuning an LLM for a specific task, including data, evaluation, and hallucination risks.

Prompt EngineeringLLM EvaluationFine-TuningRAMP Consulting Group
More Generative AI & LLMs questions with a free account
4
System Design4 questions · ~41 min
Design a Cold-Start Feed RankerMedium

Design a personalized feed ranking system that handles new users and new content under tight latency at large scale.

Cold StartFeature StoreRetrievalRAMP Consulting Group
More System Design questions with a free account
5
Model Evaluation3 questions · ~31 min
Choosing Precision vs RecallEasy

Explain precision vs recall and when business context should push you to optimize one metric over the other.

PrecisionThreshold TuningRecallRAMP Consulting Group
More Model Evaluation questions with a free account
6
Behavioral & Leadership6 questions · ~62 min
More Behavioral & Leadership questions with a free account
7
More topics1 question · ~10 min
The finish line: interview-readyComplete all 30 questions to finish this plan.