Hanhan Wu - "Generate Synthetic Tabular Data with GANs"

Technology > AI (Artificial Intelligence)7/9/2024 4:00 PM

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Description

Topic: "Generate Synthetic Tabular Data with GANs"

Speaker: Hanhan Wu, Senior Manager of Data Science at Scotiabank

Abstract:

Generative AI is popular nowadays, and we have seen lots of use cases applied on image and text data. Have you ever used it on tabular data? In this talk, Hanhan is going to share her experiments and findings on generating synthetic tabular data using latest tabular generative adversarial networks (TGANs).

Learning points:

- Understand how does GANs work to generate synthetic data

- Understand how does latest (2019 ~ 2023) TGANs work to generate tabular synthetic data

- See experiments and results

- A tip to improve TGANs performance on generating synthetic data

- Discuss questions, your experience or thoughts

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Open Data Science

Open Data Science

Open Data Science is a news source providing the latest information on Data Science and AI. They cover topics such as Modeling, Data Analytics, Data Engineering, Data Visualization, Deep Learning, Generative AI, Machine Learning, NLP and LLMs, and Python. They also provide business and use case insights, career advice, and a platform for community engagement through their Slack channel, meetups, and webinars. Stay updated with Open Data Science for all your data science and AI needs.