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[R] Accelerating ML-based analytics queries with indexes
Jan. 19, 2022, 5:59 p.m. | /u/danieldkang
Machine Learning www.reddit.com
Running queries over unstructured data? Our new work on indexes, TASTI, can accelerate your queries by up to 20x! We describe our work in part 5 of our blog post series on accelerating queries over unstructured data and has been accepted to SIGMOD 2022: https://dawn.cs.stanford.edu/2022/01/18/tasti/ (full paper: https://arxiv.org/abs/2009.04540)
TASTI does this by leveraging redundancy in datasets: it labels a small amount of data and learns distances from unlabeled data points to the labeled ones. It can then generate proxy …
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