ai-ml-development SKILL.md skillA
ai-ml-development from travisjneuman/.claude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add travisjneuman/.claude/ai-ml-development@git:20260930.c8d311dPins git:20260930.c8d311d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- travisjneuman/.claude
- Path
skills/ai-ml-development/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260930.c8d311d, committed Sep 30, 2026
- First version recorded
- Dec 18, 2025
- Size
- 17,931 bytes
- Repository stars
- 105
- License
- MIT
AI and machine learning development with PyTorch, TensorFlow, and LLM integration. Use when building ML models, training pipelines, fine-tuning LLMs, or implementing AI features.
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
# AI & Machine Learning Development
Comprehensive guide for building AI/ML systems from prototyping to production.
## Frameworks Overview
| Framework | Best For | Ecosystem |
| ---------------- | ---------------------- | -------------------------- |
| **PyTorch** | Research, flexibility | Hugging Face, Lightning |
| **TensorFlow** | Production, mobile | TFX, TF Lite, TF.js |
| **JAX** | High-performance, TPUs | Flax, Optax |
| **scikit-learn** | Classical ML | Simple, batteries-included |
---
## PyTorch
### Model Definition
```python
import torch
import torch.nn as nn
import torch.nn.functional as F
class ConvNet(nn.Module):
def __init__(self, num_classes: int = 10):
super().__init__()
self.conv1 = nn.Conv2d(3, 32, kernel_size=3, padding=1)
self.conv2 = nn.Conv2d(32, 64, kernel_size=3, padding=1)
self.pool = nn.MaxPool2d(2, 2)
self.fc1 = nn.Linear(64 * 8 * 8, 256)
self.fc2 = nn.Linear(256, num_classes)
self.dropout = nn.Dropout(0.5)
def forward(self, x: torch.Tensor) -> torch.Tensor:
…Read the whole file at its exact version.
How to install
mdr add travisjneuman/.claude/ai-ml-development@sha256:1127203e19cdafb9The line at the top of this page pins the label git:20260930.c8d311d, 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_dsswa45oxjes73xh)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Dec 18, 2025 and Sep 30, 2026, about one every 95 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260930.c8d311d latest | 2026-09-30 | c8d311d | 17,931 B | A | view · diff |
| git:20260207.49cc324 | 2026-02-07 | 49cc324 | 17,868 B | A | view · diff |
| git:20260113.90b2d6e | 2026-01-13 | 90b2d6e | 8,700 B | A | view · diff |
| git:20251218.8e57ad2 | 2025-12-18 | 8e57ad2 | 8,566 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 (17931 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
travisjneuman/.claude · 105 stars · license MIT · pushed 2026-10-19 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_dsswa45oxjes73xh GET https://markdownregistry.com/api/v1/resolve?ref=travisjneuman/.claude/ai-ml-development GET https://markdownregistry.com/api/v1/blob/1127203e19cdafb937cbea79cea0ee25dde054d2a7229645083e0d4472b74934
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.