Ml on The Augmented Scholar

DVC — Git for Data and Models

Fri, 17 Jul 2026 00:00:00 +0000

Overview

DVC extends Git discipline to data: ‘dvc add data/raw’ stores a small pointer file in Git while the actual data goes to remote storage you control (S3, Drive, SSH, a NAS). Checkout any commit and ‘dvc pull’ restores exactly the data that produced those results.

Weights & Biases — Experiment Tracking for ML

Fri, 17 Jul 2026 00:00:00 +0000

Overview

W&B answers ‘which run produced this model, with which hyperparameters?’ permanently: a few lines of code log every metric, config, and artifact to a dashboard where runs are compared, filtered, and shared. Free for academics, integrated with every major ML framework.

Hugging Face — The GitHub of Machine Learning

Fri, 17 Jul 2026 00:00:00 +0000

Overview

Hugging Face is research infrastructure: the transformers/datasets libraries load a million models and 200k datasets in a line of code; the Hub versions your own artifacts like Git; Spaces host interactive demos of your method that reviewers can try in a browser.