dblink
entity-embed
dblink | entity-embed | |
---|---|---|
1 | 2 | |
54 | 138 | |
- | 0.0% | |
0.0 | 0.0 | |
almost 3 years ago | over 1 year ago | |
Scala | Jupyter Notebook | |
GNU General Public License v3.0 or later | MIT License |
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dblink
-
[D] Machine Learning and "Record Linkage"
Felligi-Sunter is the baseline model in record linkage research. It is implemented in R in fastLink and RecordLinkage, but you will need training data. There are some other options, e.g. dblink, that use Bayesian methods and a latent variable set up so you don’t need training data.
entity-embed
What are some alternatives?
splink - Fast, accurate and scalable probabilistic data linkage with support for multiple SQL backends
mmlspark - Simple and Distributed Machine Learning [Moved to: https://github.com/microsoft/SynapseML]
fastai - The fastai deep learning library
sparkMeasure - This is the development repository for sparkMeasure, a tool and library designed for efficient analysis and troubleshooting of Apache Spark jobs. It focuses on easing the collection and examination of Spark metrics, making it a practical choice for both developers and data engineers.
TensorFlow-Examples - TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)
delight - A Spark UI and Spark History Server alternative with CPU and Memory metrics! Delight is free, cross-platform, and open-source.
Made-With-ML - Learn how to design, develop, deploy and iterate on production-grade ML applications.
JedAIToolkit - An open source, high scalability toolkit in Java for Entity Resolution.
record-linkage-resources - Resources for tackling record linkage / deduplication / data matching problems