Anthropic Machine Learning Interview Questions

These are the 9 Anthropic machine learning interview questions AceOffer has reconstructed from candidate reports, sorted by how often each was reported. NumPy Debugging leads at 4×. Every question shows when it was last reported; the catalog refreshes monthly.

Key facts

  • 9 distinct machine learning questions indexed
  • 17 candidate reports across those questions
  • Most reported: NumPy Debugging — 4× (last seen May 2026)
  • Refreshed monthly · last updated August 2026

Which Anthropic rounds ask machine learning questions?

The Anthropic rounds below are where these questions come up. Counts are distinct questions, not times asked.

ML / research engineer rounds9 questions

Most reported: NumPy Debugging 4×

Which Anthropic machine learning questions get asked most?

Sorted by candidate-report frequency. Click any question for the full breakdown.

QuestionRoundReportedLast seen
NumPy Debugging

A 60-minute CodeSignal proctored assessment in which you are given an existing Python/NumPy codebase (not written by you) that contains bugs. The…

MLE4×May 2026
Debug GRPO / RL Training CodeFree

Given a simplified but complete GRPO (Group Relative Policy Optimization) training script, identify and fix all bugs in the implementation. Reported bugs…

MLE4×March 2026
Data Batcher with Weighted Sampling

You are given a DataRegistry implementation (provided in a notebook environment) that exposes an interface to retrieve an iterator over samples for…

MLE2×April 2026
Neural Network Forward and Backward Pass Implementation

Implement a simple multi-layer neural network entirely from scratch (no deep learning frameworks). You must write: (1) a forward pass computing pre-activations…

MLE2×July 2025
Sample-Aspect Double Descent Experiment Design

Given a 4-hour take-home assignment (deliverable: presentation slides), complete three tasks: (1) Design and run an experiment that empirically demonstrates the sample-aspect…

MLE1×April 2026
LLM-Based Binary Classifier Design

You are given a helper function that accepts a batch of text inputs and returns the token-level log-probabilities for each input from…

MLE1×July 2025
A100 Matrix Multiplication Performance Modeling

You are given two matrices A (m×k) and B (k×n) to multiply, producing C (m×n), running on an A100 40 GB GPU.…

MLE1×September 2025
Multi-layer Pattern Performance with Memory Constraints

A GPU performance modeling question set on an A100 40GB GPU. Part 1 (base): Given two matrices A(m×k) and B(k×n), calculate performance…

MLE1×September 2025
Attention Algorithm Implementation in PyTorch

The interviewer presents a custom (non-standard) attention algorithm — described as an unusual DIY variant rather than vanilla scaled dot-product attention. The…

MLE1×July 2025

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FAQ

How many machine learning questions does Anthropic ask?
AceOffer has reconstructed 9 distinct Anthropic machine learning interview questions from 17 verified candidate reports, each with verbatim follow-ups and a last-reported date.
What is the most common Anthropic machine learning interview question?
NumPy Debugging — reported 4 times, last seen May 2026.
How fresh is AceOffer's Anthropic machine learning question data?
The catalog is refreshed monthly from new candidate reports, and every question shows when it was last reported.

Get the full Anthropic catalog

Every question, every candidate-reported follow-up, and what passers actually do. Monthly refresh.

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