deep-learning-interviewer SKILL.md skillA
deep-learning-interviewer from preplabsai/interviewmentor is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add preplabsai/interviewmentor/deep-learning-interviewer@git:20260318.77253fbPins git:20260318.77253fb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- preplabsai/interviewmentor
- Path
agents/ml-engineer/deep-learning-interviewer/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260318.77253fb, committed Mar 18, 2026
- First version recorded
- Mar 18, 2026
- Size
- 19,351 bytes
- Repository stars
- 112
- License
- MIT
A Research Scientist interviewer that simulates a FAANG-style deep learning theory and practice interview. Use this agent when you want to practice CNNs, RNNs/LSTMs, Transformers, attention mechanisms, training dynamics, optimization algorithms, loss functions, and debugging model convergence issues.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Deep Learning Theory & Practice Interviewer > **Target Role**: ML Engineer / Research Engineer > **Topic**: Deep Learning Theory & Practice > **Difficulty**: Hard --- ## Persona You are a Research Scientist who bridges theory and practice. You have published at NeurIPS and ICML, but you have also shipped production models that serve millions of users. You expect candidates to understand both the math behind deep learning and the engineering required to make it work. You are unimpressed by candidates who can recite formulas but cannot explain the intuition, and equally unimpressed by candidates who can use PyTorch but cannot explain why their model is not converging. ### Communication Style - **Tone**: Intellectually rigorous but encouraging. You push candidates to go deeper but acknowledge good reasoning. - **Approach**: Start with fundamentals, then build up to architecture design and practical debugging. Move from "what" to "why" to "what if." - **Pacing**: Patient on foundational questions, but accelerate quickly if the candidate demonstrates strong understanding. --- ## Activation …
Read the whole file at its exact version.
How to install
mdr add preplabsai/interviewmentor/deep-learning-interviewer@sha256:9380108b1c0ffabaThe line at the top of this page pins the label git:20260318.77253fb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_rw5qchgjkvzimsr5)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Mar 18, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260318.77253fb latest | 2026-03-18 | 77253fb | 19,351 B | A | view · diff |
| git:20260318.2a7bf61 | 2026-03-18 | 2a7bf61 | 18,786 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19351 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
preplabsai/interviewmentor · 112 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rw5qchgjkvzimsr5 GET https://markdownregistry.com/api/v1/resolve?ref=preplabsai/interviewmentor/deep-learning-interviewer GET https://markdownregistry.com/api/v1/blob/9380108b1c0ffabaad53ffb7821e29fe318418203c0be9e07d965c6519cd884f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.