Workshop: How to Optimize Deep Learning Models for Production
Presenter: Mark Kurtz
1. What model pruning is, including benefits and downsides;
2. SOTA pruning algorithms and techniques that you can implement today;
3. SparseML, an open-source tool that makes pruning easy and successful;
4. Guaranteed ways to get production performance out of a pruned model.
After watching this video, you’ll be able to optimize your NLP and/or computer vision model, apply your own data with a few lines of code, and deploy it on commodity CPUs at GPU-level speeds.