Products
ML-Based SQL Query Resource Usage Prediction
September 15, 2022
ALLUXIO DAY XV 2022
September 15, 2022
With the advent of the Big Data era, it is usually computationally expensive to calculate the resource usages of a SQL query. Can we estimate the resource usages of SQL queries more efficiently without any computation in a SQL engine kernel? In this session, Chunxu and Beinan would like to introduce how Twitter’s data platform leverages a machine learning-based approach in Presto and BigQuery to estimate query utilization with 90%+ accuracy.
ALLUXIO DAY XV 2022
September 15, 2022
With the advent of the Big Data era, it is usually computationally expensive to calculate the resource usages of a SQL query. Can we estimate the resource usages of SQL queries more efficiently without any computation in a SQL engine kernel? In this session, Chunxu and Beinan would like to introduce how Twitter’s data platform leverages a machine learning-based approach in Presto and BigQuery to estimate query utilization with 90%+ accuracy.
Videos:
Presentation Slides:
Complete the form below to access the full overview:
.png)
Videos
AI/ML Infra Meetup | Bringing Data to GPUs Anywhere + Get Low-Latency on Object Store with Alluxio

In this talk, Bin Fan, VP of Technology at Alluxio, explores how to enable efficient data access across distributed GPU infrastructure, achieving low-latency performance for feature stores and RAG workloads.
November 13, 2025

