Machine Learning in the Real World
Summary: Hands-on ML tutorial for data-management researchers; bridges theory to practice with key concepts and deployment concerns. End-to-end modeling pipeline on a real income-prediction task: data prep, feature engineering, evaluation. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Vineet Chaoji (Amazon)
- 2. Rajeev Rastogi (Amazon)
- 3. Gourav Roy (Amazon)
BibTeX Citation
@article{chaoji_vldb16,
title = {{Machine Learning in the Real World}},
author = {Chaoji, Vineet and Rastogi, Rajeev and Roy, Gourav},
journal = {PVLDB},
series = {{VLDB} '16},
volume = {9},
number = {13},
pages = {1597--1600},
doi = {10.14778/3007263.3007270},
url = {https://doi.org/10.14778/3007263.3007270},
year = {2016}
}Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 11,067 | Machine Learning for Graph Data Management and Query Processing | 2025 | VLDB |
| 2 | 4,100 | Data Integration and Machine Learning: A Natural Synergy | 2018 | SIGMOD |
| 3 | 13,352 | The Limitations of Data, Machine Learning and Us | 2024 | SIGMOD |
| 4 | 6,945 | Building Machine Learning Systems that Understand | 2016 | SIGMOD |
| 5 | 11,066 | ML-Asset Management: Curation, Discovery, and Utilization | 2025 | VLDB |
| 6 | 1,250 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD |
| 7 | 1,147 | Data Management Challenges in Production Machine Learning | 2017 | SIGMOD |
| 8 | 13,470 | From ML Models to Intelligent Applications: The Rise of MLOps | 2021 | VLDB |
| 9 | 4,859 | Machine Learning for Big Data | 2013 | SIGMOD |
| 10 | 7,661 | Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward | 2021 | VLDB |