no code implementations • 8 Jan 2024 • Shubham Baweja, Neeti Pokharna, Aleksei Ustimenko, Olivier Jeunen
The main culprit for this inefficiency is the variance of the online metrics.
no code implementations • 4 Dec 2023 • Olivier Jeunen, Hitesh Sagtani, Himanshu Doi, Rasul Karimov, Neeti Pokharna, Danish Kalim, Aleksei Ustimenko, Christopher Green, Wenzhe Shi, Rishabh Mehrotra
We highlight (1) neural networks' ability to handle large training data size, user- and item-embeddings allows for more accurate models than GBDTs in this setting, and (2) because GBDTs are less reliant on specialised hardware, they can provide an equally accurate model at a lower cost.