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Top 9 Jupyter Notebook synthetic-data Projects
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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genalog
Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.
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REaLTabFormer
A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.
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synthetic-data-genomics
Proof of concept code from Gretel.ai and Illumina using generative neural networks to create synthetic versions of mouse genotype and phenotype data.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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nist-crc-2023
NIST Collaborative Research Cycle on Synthetic Data. Learn about Synthetic Data week by week!
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Project mention: Machine Learning for Trading: Notebooks, resources and references accompanying the book Machine Learning for Algorithmic Trading. Courses - star count:10678.0 | /r/algoprojects | 2023-11-20
Project mention: Coding Wonderland: Contribute to YData Profiling and YData Synthetic in this Advent of Code | dev.to | 2023-12-05Send us your North ⭐️: "On the first day of Christmas, my true contributor gave to me..." a star in my GitHub tree! 🎵 If you love these projects too, star ydata-profiling or ydata-synthetic and let your friends know why you love it so much!
Project mention: [P] SkinDeep 2.0 : SkinDeep Tattoo removal project now powered by ControlNet. GitHub Link in comments/Images. | /r/MachineLearning | 2023-04-29
Project mention: Thoughts: Continue current degree with one year left, or start anew with degree apprenticeship | /r/cscareerquestionsuk | 2023-07-13I would finish the degree anyway. It's only one year left. If teachers miss classes, I would disregard that and try to learn on my own, and then yes, I would move on to an internship (or even do It at the same time if it's possible). If you like, come as meet us at the Data-Centric AI Community and we can do some projects together :)
Project mention: Assessing the Quality of Synthetic Data with Data-centric AI | /r/ArtificialInteligence | 2023-07-13Data Quality is key for all applications and models, and LLMs are no exception :) I've been working on a small community project with synthetic data using ydata-synthetic, and it really shows! Underrepresentation (category imbalance) and missing data are two of the main issues!
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-12-05.
Jupyter Notebook synthetic-data related posts
- ydata-synthetic: NEW Data - star count:1083.0
- I absolutely hate my internship
- Assessing the Quality of Synthetic Data with Data-Centric AI
- SOMEBODY HELP ME!
- Help for Data Scientist position
- How to become a beast in DS ?
- Hey guys, I have a few questions
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A note from our sponsor - WorkOS
workos.com | 19 Apr 2024
Index
What are some of the best open-source synthetic-data projects in Jupyter Notebook? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | machine-learning-for-trading | 11,750 |
| 2 | ydata-synthetic | 1,279 |
| 3 | SkinDeep | 929 |
| 4 | awesome-data-centric-ai | 300 |
| 5 | genalog | 294 |
| 6 | REaLTabFormer | 182 |
| 7 | synthetic-data-genomics | 32 |
| 8 | nist-crc-2023 | 27 |
| 9 | multi-table | 7 |
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