Machine Programming: Turning Data into Programmer Productivity
Summary: Tutorial on machine programming for data systems; introduces three pillars: intention, invention, adaptation; relevance to data management. Surveys data ecosystem challenges and opportunities for the data systems community; outlines recent advances and dataset-driven methods to boost programmer productivity and software performance. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Abdul Wasay (Intel)
- 2. Nesime Tatbul (Intel; Massachusetts Institute of Technology)
- 3. Justin Gottschlich (Merly AI)
BibTeX Citation
@article{wasay_vldb22,
title = {{Machine Programming: Turning Data into Programmer Productivity}},
author = {Wasay, Abdul and Tatbul, Nesime and Gottschlich, Justin},
journal = {PVLDB},
series = {{VLDB} '22},
volume = {15},
number = {12},
pages = {3754--3757},
doi = {10.14778/3554821.3554892},
url = {https://doi.org/10.14778/3554821.3554892},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 112 | HoloClean: Holistic Data Repairs with Probabilistic Inference | 2017 | VLDB | 0.00032801121 |
| 205 | Snorkel: Rapid Training Data Creation with Weak Supervision | 2018 | VLDB | 0.00025235185 |
| 1,198 | Overview of Data Exploration Techniques | 2015 | SIGMOD | 0.00011706307 |
| 2,888 | AI Meets Database: AI4DB and DB4AI | 2021 | SIGMOD | 7.9941489e-05 |
| 5,340 | Machine Learning for Databases | 2021 | VLDB | 6.2603359e-05 |
| 7,661 | Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward | 2021 | VLDB | 5.5736026e-05 |
| 8,090 | Amber: A Debuggable Dataflow System Based on the Actor Model | 2020 | VLDB | 5.4890583e-05 |
| 8,328 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 5.4535681e-05 |
| 9,495 | Debugging Large-Scale Data Science Pipelines using Dagger | 2020 | VLDB | 5.2616335e-05 |
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