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events/arvo-2025.md

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title: 'What is FAIR and AI-Ready for datasets?'
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title: 'ARVO 2025: What is FAIR and AI-Ready for datasets?'
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startDateTime: '2025-05-03T13:00:00'
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endDateTime: '2025-05-03T15:00:00'
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heroImage: 'https://i.imgur.com/nY0iCPK.png'
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## Presenter:
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- [Bhavesh Patel](https://aireadi.org/team#Bhavesh-Patel), PhD. Research Professor, California Medical Innovations Institute
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## Overview
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Clinical research datasets play a crucial role in the development of artificial intelligence (AI) and machine learning (ML) systems that can directly affect people’s lives. Therefore, making datasets ready for AI/ML is critical to not only increase the pace of discoveries but also to address potential downstream issues such as model biases. In this talk, we will present what it means for datasets to be AI-ready, and in particular talk about the FAIR (Findable, Accessible, Interoperable, Reusable) Principles that provide a general framework for making data technically ready for machine reuse. We will provide a concrete example of making a dataset AI-ready through the dataset generated by the AI-READI project, one of the Data Generation Projects of the NIH Bridge2AI Program.
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events/sabpa-2025.md

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title: 'Talk: Making Data AI-Ready at SABPA OC/LA AI for Biotechnology Seminar Series'
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startDateTime: '2025-08-02T13:30:00'
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endDateTime: '2025-08-02T19:00:00'
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heroImage: 'https://images.unsplash.com/photo-1675627453057-c56dc0502ffd?q=80&w=2532&auto=format&fit=crop&ixlib=rb-4.1.0&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D'
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subtitle: 'Learn how to make data ready for AI applications.'
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type: 'Seminar'
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timeZone: 'America/Los_Angeles'
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location: 'Irvine, CA'
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---
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## 📝 Event Description
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The **SoCal Association for Biomedical and Pharmaceutical Advancements (SABPA)** is a nonprofit organization that promotes networking, education, and collaboration among professionals in the biomedical and pharmaceutical industries. The **AI for Biotechnology Seminar Series** brings together researchers, entrepreneurs, and industry leaders to explore how artificial intelligence is transforming the life sciences. This session, titled **Exploring Innovation at the Intersection of AI and Life Sciences**, will feature talks on applications of AI in biomedical research, data infrastructure, and emerging technologies.
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The registration link and Zoom link are available in the [Event Agenda](https://www.sabpa-ocla.org/newsevent/exploring-innovation-at-the-intersection-of-ai-and-life-sciences).
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## 💡 Our Role / Contribution
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**Bhavesh Patel** will present a 30 min **keynote talk titled "Making Data AI-Ready**". The presentation will explore how to prepare biomedical data for use in AI applications, introducing the NIH Bridge2AI program and the FAIR Principles, and showcasing the AI-READI dataset as a concrete example of AI-readiness in action.
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## 📍 Location
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BioScience USA Inc., Irvine, California
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[Google Map](https://share.google/kIvM8OnToQETgG6Qd)
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This event is hosted in person and can also be attended remotely. The Zoom link is available in the [Event Agenda](https://www.sabpa-ocla.org/newsevent/exploring-innovation-at-the-intersection-of-ai-and-life-sciences).
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## 🗓 Date and Time
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Saturday, August 2, 2025
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The event starts at 1:30 PT. Our talk is part of the keynote presentations and scheduled for 2:00–2:30 PM PT
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## 🔗 Link to Materials
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Presetation slides and all related resources are available in this [GitHub repository](https://github.com/fairdataihub/ai-ready-SABPA-2025).

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