Automation of Data Prep, ML, and Data Science

Author:

Kumar Arun1

Affiliation:

1. University of California, San Diego, La Jolla, CA, USA

Funder

VMware

Google

Oracle

National Science Foundation

Publisher

ACM

Reference21 articles.

1. Ahmed Abbasi Brent Kitchens and Faizan Ahmad. 2019. The Risks of AutoML and How to Avoid Them . https://hbr.org/2019/10/the-risks-of-automl-and-how-to-avoid-them Ahmed Abbasi Brent Kitchens and Faizan Ahmad. 2019. The Risks of AutoML and How to Avoid Them . https://hbr.org/2019/10/the-risks-of-automl-and-how-to-avoid-them

2. Datanami.com Alex Woodie. 2020. Data Prep Still Dominates Data Scientists' Time Survey Finds. https://www.datanami.com/2020/07/06/data-prep-still-dominates-data-scientists-time-survey-finds/ Datanami.com Alex Woodie. 2020. Data Prep Still Dominates Data Scientists' Time Survey Finds. https://www.datanami.com/2020/07/06/data-prep-still-dominates-data-scientists-time-survey-finds/

3. Figure Eight. 2016. CrowdFlower Data Science Report. https://visit.figure-eight.com/rs/416-ZBE-142/images/CrowdFlower_DataScienceReport_2016.pdf Figure Eight. 2016. CrowdFlower Data Science Report. https://visit.figure-eight.com/rs/416-ZBE-142/images/CrowdFlower_DataScienceReport_2016.pdf

4. Alon Halevy Arun Kumar and Nesime Tatbul. 2020. Scalable Data Science: A New Research Track Category at PVLDB Vol 14 / VLDB 2021 . https://wp.sigmod.org/?p=3033 Alon Halevy Arun Kumar and Nesime Tatbul. 2020. Scalable Data Science: A New Research Track Category at PVLDB Vol 14 / VLDB 2021 . https://wp.sigmod.org/?p=3033

5. Data Preparation

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1. Squeezing adaptive deep learning methods with knowledge distillation for on-board cloud detection;Engineering Applications of Artificial Intelligence;2024-06

2. AI and the democratization of knowledge;Scientific Data;2024-03-05

3. Pollock: A Data Loading Benchmark;Proceedings of the VLDB Endowment;2023-04

4. The Art of Losing to Win: Using Lossy Image Compression to Improve Data Loading in Deep Learning Pipelines;2023 IEEE 39th International Conference on Data Engineering (ICDE);2023-04

5. BETZE: Benchmarking Data Exploration Tools with (Almost) Zero Effort;2022 IEEE 38th International Conference on Data Engineering (ICDE);2022-05

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