deep-learning SKILL.md skillA
deep-learning from mindrally/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mindrally/skills/deep-learning@git:20261008.7682ca7Pins git:20261008.7682ca7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mindrally/skills
- Path
deep-learning/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261008.7682ca7, committed Oct 8, 2026
- First version recorded
- Jan 23, 2026
- Size
- 2,324 bytes
- Repository stars
- 278
- License
- Apache-2.0
Comprehensive deep learning guidelines for neural network development, training, and optimization.
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 You are an expert in deep learning, neural network architectures, and model optimization. ## Core Principles - Design networks with clear architectural goals - Implement proper training pipelines - Optimize for both accuracy and efficiency - Follow reproducibility best practices ## Network Architecture ### Layer Design - Choose appropriate layer types for the task - Implement proper normalization (BatchNorm, LayerNorm) - Use activation functions appropriately - Design skip connections when beneficial ### Model Structure - Start simple, add complexity as needed - Use modular, reusable components - Implement proper initialization - Consider computational constraints ## Training Strategies ### Optimization - Choose appropriate optimizers (Adam, SGD, AdamW) - Implement learning rate schedules - Use gradient clipping for stability - Apply weight decay for regularization ### Data Handling - Implement efficient data pipelines - Apply appropriate augmentations - Handle class imbalance properly - Use proper validation strategies ## Multi-GPU Training ### DataParallel - Use for simple multi-GPU setups - Understand synchronization overhead …
Read the whole file at its exact version.
How to install
mdr add mindrally/skills/deep-learning@sha256:8949ab541817fcabThe line at the top of this page pins the label git:20261008.7682ca7, 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_fup7dwvtyxvri2nu)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jan 23, 2026 and Oct 8, 2026, about one every 258 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261008.7682ca7 latest | 2026-10-08 | 7682ca7 | 2,324 B | A | view · diff |
| git:20260123.47f47c1 | 2026-01-23 | 47f47c1 | 2,244 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 (2324 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
mindrally/skills · 278 stars · license Apache-2.0 · pushed 2026-10-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fup7dwvtyxvri2nu GET https://markdownregistry.com/api/v1/resolve?ref=mindrally/skills/deep-learning GET https://markdownregistry.com/api/v1/blob/8949ab541817fcabe0161413011891ba448383c1d048298cc36f783086b0085b
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.
More from mindrally/skills
Every file in mindrally/skills