Anthropic
AI safety and research company behind Claude, focusing on constitutional AI.
5 Rounds
~20 Days
Very Hard
The Interview Loop
Recruiter Screen (30 min)
Standard fit check, behavioral questions, and resume overview.
Technical Loop (3-4 Rounds)
Deep dive into domain knowledge, coding, and system design.
Interview Question Bank
Machine Learning Engineer
•
Coding
•
medium
Write a Python function to efficiently perform top-k and nucleus (top-p) sampling given a 1D tensor of logits.
#Sampling
#Inference
#Probability
#PyTorch
Machine Learning Engineer
•
Coding
•
easy
Given a string representing a mathematical expression, write a tokenizer that converts it into a list of valid tokens (numbers, operators, parentheses). Handle multi-digit numbers and ignore whitespace.
#Tokenization
#Parsing
#Strings
#State Machines
Machine Learning Engineer
•
Coding
•
medium
Implement a basic tokenizer using Byte-Pair Encoding (BPE) given a corpus of text and a target vocabulary size.
#NLP
#Tokenization
#String Processing
Machine Learning Engineer
•
Coding
•
medium
Implement a Trie data structure to efficiently filter out a large list of toxic words from a continuous stream of generated tokens.
#Data Structures
#Trie
#String Manipulation
Machine Learning Engineer
•
Coding
•
hard
Given a sequence of characters and a vocabulary of merges, implement the Byte-Pair Encoding (BPE) tokenization merging algorithm.
#Tokenization
#NLP
#Greedy Algorithms
Machine Learning Engineer
•
Coding
•
medium
Write an algorithm to find the longest common substring between two large text documents efficiently.
#Dynamic Programming
#Strings
#Suffix Trees
Machine Learning Engineer
•
Coding
•
medium
Write an algorithm to efficiently sample from a logits distribution using Top-K and Top-P (Nucleus) sampling.
#Probability
#Sampling
#Sorting
Machine Learning Engineer
•
Coding
•
medium
Given a stream of generated tokens, write a highly optimized Trie-based data structure to filter out a dynamic list of toxic phrases in real-time.
#Data Structures
#Trie
#Streaming
Difficulty Radar
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The "Standard" Interviewer
Senior EngineerFocuses on core competencies, system constraints, and clear communication.
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