[D] A solution to the reproducibility crisis and model gate keeping in deep learning research

**tl;dr** Open source datasets that force weights to be open sourced as well.

**Current State**

Right now we have two major issues. The first is big tech wishes to play model gatekeeper. We see this in [yesterday's discussion](https://www.reddit.com/r/MachineLearning/comments/x3lahr/d_senior_research_scientist_at_googleai_negar/) on a Senior Google AI engineer finding it unacceptable that the stable diffusion weights are publicly available.

The second issue is that big tech is attempting to set the precedent that any publicly available copywritten material is fair game for training. You …

crisis deep learning learning machinelearning reproducibility research solution