presidio
DataProfiler
| presidio | DataProfiler | |
|---|---|---|
| 5 | 61 | |
| 3,102 | 1,363 | |
| 4.1% | 1.0% | |
| 8.9 | 6.3 | |
| 4 days ago | 3 days ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
presidio
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You can't build a moat with AI
Perhaps de-identification before training could be helpful here.
Microsoft does seem active in this, e.g. https://microsoft.github.io/presidio/
- Presidio – Data Protection and De-Identification SDK
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Show HN: Cape API – Keep your sensitive data private while using GPT-4
Something like https://github.com/microsoft/presidio for stripping out PII might fill the role I expected https://github.com/capeprivacy/private-ai to do.
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Handling PII data in Azure
Depending on your use case, you may want to check out Presidio as well. It’s a Microsoft product for PII scrubbing. Perfect for ADF and Synapse pipelines.
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Data Anonymization
There's an API from Microsoft, named Presidio which is used for Anonymization. This is the Github link.
DataProfiler
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LongRoPE: Extending LLM Context Window Beyond 2M Tokens
It's been possible to skip tokenization for a long time, my team and I did it here - https://github.com/capitalone/DataProfiler
For what it's worth, we actually were working with LSTMs with nearly a billion params back in 2016-2017 area. Transformers made it far more effective to train and execute, but ultimately LSTMs are able to achieve similar results, though slow & require more training data.
- Data Profiler – What's in your data?
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Data Profiler 0.9.0 -- offering a massive improvement to memory usage during profiling of large datasets
Great call out -- would you be willing to write up an issue for that on the repo? Thank you! https://github.com/capitalone/DataProfiler/issues/new/choose
- FLiPN-FLaNK Stack Weekly for 20 March 2023
- Release 0.8.3 · capitalone/DataProfiler
What are some alternatives?
exodus - Platform to audit trackers used by Android application
ydata-profiling - 1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
databunker - A secure user directory built for developers to comply with the GDPR [Moved to: https://github.com/securitybunker/databunker]
pyWhat - 🐸 Identify anything. pyWhat easily lets you identify emails, IP addresses, and more. Feed it a .pcap file or some text and it'll tell you what it is! 🧙♀️
Databunker - Secure SDK/vault for personal records/PII built to comply with GDPR
usaddress - :us: a python library for parsing unstructured United States address strings into address components
techbench-json-dump - Dump Tech Bench metadata to a JSON file.
XlsxWriter - A Python module for creating Excel XLSX files.
PrivacyEngCollabSpace - Privacy Engineering Collaboration Space
superset - Apache Superset is a Data Visualization and Data Exploration Platform
private-ai - Repo for Udacity's Secure & Private AI course
vtuber-livechat-dataset - 📊 VTuber 1B: Billion-scale Live Chat and Moderation Event Dataset