ai-agent

Applied-ML: Production Insights

Name: Applied-ML: Production Insights
Author: eugeneyan

Get data science and machine learning production insights from top companies.

intermediate⏱ 30 minutes💵 Free

30,079 stars3,991 forksGuide quality 9/10Updated 7/18/2024100% free · open source

What it is

Reads and shares papers by companies about data science and machine learning.

Real use case example

"A founder needs to implement a recommendation engine for their e-commerce site. They browse through papers on applied machine learning, note the key techniques, and use them to build their engine."

Best insideAny AI Client

When to use it

•When researching how to apply machine learning to a specific business problem
•When looking for inspiration and examples of real-world machine learning applications
•When trying to stay up-to-date with the latest developments and advancements in the field of machine learning

Ready-to-paste prompt

Search for papers related to natural language processing using `grep -r 'natural language' *` within the repository

Heads up: The repository is a collection of external links and resources, so be aware that some links may be broken or outdated, and it's essential to verify the information and sources before using them

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/applied-ml && curl -fsSL https://workflowstacks.com/api/skills/applied-ml/claude-skill -o ~/.claude/skills/applied-ml/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How Applied-ML: Production Insights works

Codeflow

Free to inspect

Applied-ML: Production Insights is a documents-only repository (2 doc files) — something you read, not something you run. There is nothing to install. Last commit 26 months ago, MIT license.

Size

Documents only

2 documents · 23 min skim

Setup

Nothing to install

A guide / curated list. Just read it and follow the links.

Runs on

Nowhere — you read it

A reading resource, not a program.

Where to start reading

1
README.md
Start here — what it does and how to install it

READMEMIT licenseLast update 26 mo ago