integrations

Complete guide to integrating W&B with popular ML frameworks.

Skills
AI research
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What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
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Install (Claude Code)

mkdir -p .claude/skills/integrations && curl -fsSL https://doutorai.pt/data/lib/skills__integrations.md -o .claude/skills/integrations/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Framework Integrations Guide

Complete guide to integrating W&B with popular ML frameworks.

## Table of Contents
- HuggingFace Transformers
- PyTorch Lightning
- Keras/TensorFlow
- Fast.ai
- XGBoost/LightGBM
- PyTorch Native
- Custom Integrations

## HuggingFace Transformers

### Automatic Integration

```python
from transformers import Trainer, TrainingArguments
import wandb

# Initialize W&B
wandb.init(project="hf-transformers", name="bert-finetuning")

# Training arguments with W&B
training_args = TrainingArguments(
    output_dir="./results",
    report_to="wandb",  # Enable W&B logging

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