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mle Interview Questions
37 machine-learning interview questions on mle.
Practice on the problems board →Computation / Dependency Graph Validation and Pruning
Coding & Leetcode-style QuestionsML Coding: 2-D Convolution, Decaying Attention, Training Loop
Coding & Leetcode-style QuestionsReal-Time Fraud Detection System
System Design for MLDeep Learning Fundamentals: Optimization, Drift, Calibration
Deep Learning & ArchitecturesGPU and Inference Systems Fundamentals
System Design for MLTwitter Insight Platform (CodeSignal Take-Home)
MLOps & DeploymentDistributed Matrix Multiplication — DP and FSDP
Coding & Leetcode-style QuestionsGPU Node Group Test — Identify Bad Nodes
Coding & Leetcode-style QuestionsMock-LLM Inference Engine — Dynamic Batching
Coding & Leetcode-style QuestionsOrder Matching Engine
Coding & Leetcode-style QuestionsGenAI Quant SWE Manager Deep Dive
LLMs & Prompt EngineeringDocument / Layer — Apply, Undo, Commit Batch, Redo
Coding & Leetcode-style QuestionsSort Documents on a 2D Plane
Coding & Leetcode-style QuestionsML Coding — BERT Span / Keyphrase Extraction
Deep Learning & ArchitecturesML System Design — Asset / Template Recommendation & Feed
System Design for MLHarvey Values / Behavioral
BehavioralML Model Design — Prompt-to-Design Generation
System Design for MLMars Rover / Robot Controller (CLI)
Coding & Leetcode-style QuestionsWord Guessing Game (Wordle-style)
Coding & Leetcode-style QuestionsURL Shortener Service (CLI)
Coding & Leetcode-style QuestionsIn-Memory File System / Directory Tree
Coding & Leetcode-style QuestionsCows and Bulls (Guess the Number)
Coding & Leetcode-style QuestionsSecret Santa / Gift Assignment from CSV
Coding & Leetcode-style QuestionsML Modeling Round (Forecasting / Targeting / Fraud)
System Design for MLML System Design: Product Categorization / Taxonomy
System Design for MLProject / Technical Deep Dive
BehavioralLLM API Practical and Output Validation
Forward Deployment EngineeringProject Deep Dive and Paper Presentation
BehavioralLLM Post-Training Theory Conversation
LLMs & Prompt EngineeringTask Processor: Dependencies and Deadlines
Coding & Leetcode-style QuestionsExisting Codebase Debugging Round
Coding & Leetcode-style QuestionsNumPy Top-p Sampling and Multi-Head Attention
Coding & Leetcode-style QuestionsSpreadsheet / Formula Engine
Coding & Leetcode-style QuestionsText Highlighting / Citation Tagging
Coding & Leetcode-style QuestionsIn-Memory File System
Coding & Leetcode-style QuestionsRAG Notebook (ML Coding)
LLMs & Prompt EngineeringDesign Google Drive / Data Room
System Design for ML