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description
Example projects, walkthroughs, and tutorials of how to use Weights & Biases

Examples

Explore examples for using Weights & Biases to:

  • Track and visualize machine learning experiments
  • Version datasets and models
  • Instrument models using different frameworks like PyTorch and Scikit

Fork examples from our GitHub repo or browse the direct links here. Contact us at c@wandb.com to contribute an example to the list.

Getting Started with W&B

Description Dashboard Code
Track Model Performance W&B link Kaggle Kernel
Visualize Model Predictions W&B link Kaggle Kernel
Saving and Restoring Models W&B link Colab Notebook
Compare System Metrics W&B link
Hyperparameter Sweeps W&B link Colab Notebook

PyTorch

Description Dashboard Code
Intro to PyTorch with W&B W&B Dashboard Colab Notebook
PyTorch MNIST Colab W&B Dashboard Colab Notebook
Colorizing CNN transforms B&W images to color W&B Dashboard Github Repo
Yolo-2 Bounding Box W&B Dashboard Github Repo
Reinforcement Learning W&B Dashboard Github Repo
char-RNN to forecast text W&B Dashboard Github Repo
Exploring ResNets With W&B W&B Dashboard Colab Notebook
Exploring Neural Style Transfer Paper With W&B W&B Dashboard Github Repo
Debugging Neural Networks with PyTorch W&B Report GitHub Repo
PyTorch Lightning W&B Report Colab Notebook
Semantic Segmentation with PyTorch Lightning W&B Dashboard Github Repo

Keras

Description Dashboard Code
Intro to Keras with W&B W&B Dashboard Colab Notebook
Intro to Convolutional Neural Networks with W&B W&B Dashboard Colab Notebook
Colorizing CNN transforms B&W images to color W&B Dashboard Github Repo
CNN Face emotion classifier W&B Dashboard Github Repo
Mask RCNN semantic segmentation W&B Dashboard Github Repo
Fine-tuning CNN on iNaturalist data W&B Dashboard Github Repo
Semantic segmentation with U-Net W&B Dashboard Github Repo
Effects of Weight Initialization on Neural Networks W&B Dashboard Colab Notebook
Can Neural Image Generators Be Detected? W&B Dashboard
Visualize Model Predictions W&B Dashboard Kaggle Kernel
Track Model Performance W&B Dashboard Kaggle Kernel
Visualize models in TensorBoard with Weights & Biases W&B Dashboard Colab Notebook
Weights & Biases with TPUs Colab notebook

TensorFlow

Description Dashboard Code
GAN to predict video frames W&B Dashboard Github Repo
Tracking TensorFlow model performance Github Repo
Training distributed TensorFlow models Github Repo

Fast.ai

Description Dashboard Code
Classifying Simpson's characters W&B Dashboard Github Repo
Semantic Segmentation W&B Dashboard Github Repo

Sweeps

Description Public Dashboard Code
Intro to Sweeps with W&B W&B Dashboard Colab Notebook
PyTorch Sweeps: Meaning and noise in hyperparameter search Report
Running sweeps in python scripts Github Repo
Using sweeps with MPI frameworks Github Repo

Scikit-learn

Description Public Dashboard Code
Visualize Scikit Models W&B Dashboard Colab Notebook
Using W&B with XGBoost Github Repo
Using W&B with an SVM Github Repo

Applications

Title Link
Protein Structure Prediction Report
Semantic Segmentation for Self-Driving Cars [Report]([[[[[[https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ](https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ)](https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29)](https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29)](https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29)](https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29%29)](https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ]%28https://app.wandb.ai/stacey/deep-drive/reports/The-View-from-the-Driver's-Seat--Vmlldzo1MTg5NQ%29%29%29%29%29\)\)
Template for COVID-19 Research Report
Depth Maps from Videos for Self-Driving Car Report
Effects of Weight Initialization on Neural Networks Report

Features

Title Link
Hugging Face Integration Colab Notebook