ai-agent

pytorch_influence_functions: Improve Model Transparency

Name: pytorch_influence_functions: Improve Model Transparency
Author: nimarb

Get insight into black-box predictions with pytorch_influence_functions, a PyTorch implementation for startup founders using deep learning.

348 stars74 forksPythonGuide quality 8/10Updated 10/29/2023100% free · open source

What it does

Pytorch_influence_functions helps startup founders understand and analyze the predictions made by their deep learning models by identifying the most influential training data points

When to use it

•When you need to debug and understand why your model is making certain predictions
•When you want to identify biases in your training data and their impact on model predictions
•When you need to explain model decisions to stakeholders or customers

Ready-to-paste prompt

python examples/influence_functions_example.py --dataset cifar10 --model resnet18 --num_samples 100

Heads up: Make sure you have PyTorch installed and the version is compatible with the pytorch_influence_functions library, as it requires PyTorch 1.9 or later

Saves to your device

Use with Claude

New

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

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/pytorch-influence-functions && curl -fsSL https://workflowstacks.com/api/skills/pytorch-influence-functions/claude-skill -o ~/.claude/skills/pytorch-influence-functions/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.

Use with Claude

New

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

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/pytorch-influence-functions && curl -fsSL https://workflowstacks.com/api/skills/pytorch-influence-functions/claude-skill -o ~/.claude/skills/pytorch-influence-functions/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.

Quick Actions

Details

Creator

nimarb

Language

Python