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Governing and Evaluating Generative & Agentic AI in Regulated Industries
2025-10-29 · 18:50
David Talby
– CEO
@ John Snow Labs and Pacific AI
As generative and agentic AI systems move from prototypes to production, builders must balance innovation with trust, safety, and compliance. This talk covers evaluation gaps (multistep reasoning, tool use, domain-specific workflows; contamination and fragile metrics), bias and safety (demographic bias, hallucinations, unsafe autonomy with regulatory and legal obligations), continuous monitoring (MLOps strategies for drift detection, risk scoring, and compliance auditing in deployed systems), and tools and standards (open-source libraries like LangTest and HELM, stress-test and red-teaming datasets, and guidance from NIST, CHAI, and ISO). |
Governing and Evaluating Generative & Agentic AI in Regulated Industries
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Governing and Evaluating Generative & Agentic AI in Regulated Industries
2025-10-29 · 11:55
David Talby
– CEO
@ John Snow Labs and Pacific AI
As generative and agentic AI systems move from prototypes to production, builders must balance innovation with trust, safety, and compliance. This talk explores the unique evaluation and monitoring challenges of next-generation AI, with healthcare as a case study of one of the most regulated domains: Evaluation gaps: why conventional benchmarks miss multi-step reasoning, tool use, and domain-specific workflows—and how contamination and fragile metrics distort results. Bias and safety: demographic bias, hallucinations, and unsafe autonomy that trigger regulatory, legal, and contractual obligations for fairness and safety assessments. Continuous monitoring: practical MLOps strategies for drift detection, risk scoring, and compliance auditing in deployed systems. Tools and standards: open-source libraries like LangTest and HELM, new stress-test and red teaming datasets, and emerging guidance from NIST, CHAI, and ISO. While the examples draw heavily from healthcare, the lessons are broadly applicable to anyone building and deploying generative or agentic AI systems in highly regulated industries where safety, fairness, and compliance are paramount. |
Governing and Evaluating Generative & Agentic AI in Regulated Industries
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134: The Greatest Data Analyst of All Time (John Snow)
2024-11-05 · 13:30
John Snow
– Physician
@ N/A
,
Avery Smith
– Data Career Coach
Help us become the #1 Data Podcast by leaving a rating & review! We are 67 reviews away! Travel back to 1854 London and see how data visualization saved lives. John Snow’s use of data analytics to fight cholera is a groundbreaking story that still inspires analysts today. 💌 Join 30k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com//interviewsimulator ⌚ TIMESTAMPS 00:24 The Cholera Outbreak in London 01:04 John Snow's Revolutionary Hypothesis 02:58 Lessons for Modern Data Analysts 🔗 CONNECT WITH AVERY 🔗 CONNECT WITH AVERY 🎥 YouTube Channel 🤝 LinkedIn 📸 Instagram 🎵 TikTok 💻 Website Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open! To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong. 👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa |
Data Career Podcast: Helping You Land a Data Analyst Job FAST |
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Neo4j LifeScience Workshop 2024
2024-06-12 · 12:00
Welcome to the Neo4j Health Care & Life Sciences Workshop 2024! Join us for an immersive exploration into the intersection of cutting-edge technologies and the life sciences domain. This year, we're thrilled to introduce GenAI and Knowledge Graphs as exciting additions to our event, promising innovative solutions to the challenges faced in data management and analysis. Our workshop serves as a dynamic platform for professionals, researchers, and industry leaders to come together, share insights, and collaborate on pioneering approaches in leveraging graph databases and advanced technologies. From deciphering complex datasets to unlocking actionable insights, we'll delve into the latest trends, best practices, and practical solutions shaping the future of the life sciences industry. Don't miss this opportunity to connect with thought leaders, explore groundbreaking ideas, and propel your organization towards success in the digital era. Register now to secure your spot and embark on a journey of discovery at the Neo4j Health Care & Life Sciences Workshop 2024! We are currently building the agenda - You can expect speakers from John Snow Labs, QIAGEN, Universität Hospital Heidelberg and others. |
Neo4j LifeScience Workshop 2024
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Neo4j LifeScience Workshop 2024
2024-06-12 · 12:00
Welcome to the Neo4j Health Care & Life Sciences Workshop 2024! Join us for an immersive exploration into the intersection of cutting-edge technologies and the life sciences domain. This year, we're thrilled to introduce GenAI and Knowledge Graphs as exciting additions to our event, promising innovative solutions to the challenges faced in data management and analysis. Our workshop serves as a dynamic platform for professionals, researchers, and industry leaders to come together, share insights, and collaborate on pioneering approaches in leveraging graph databases and advanced technologies. From deciphering complex datasets to unlocking actionable insights, we'll delve into the latest trends, best practices, and practical solutions shaping the future of the life sciences industry. Don't miss this opportunity to connect with thought leaders, explore groundbreaking ideas, and propel your organization towards success in the digital era. Register now to secure your spot and embark on a journey of discovery at the Neo4j Health Care & Life Sciences Workshop 2024! We are currently building the agenda - You can expect speakers from John Snow Labs, QIAGEN, Universität Hospital Heidelberg and others. |
Neo4j LifeScience Workshop 2024
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Neo4j LifeScience Workshop 2024
2024-06-12 · 12:00
Welcome to the Neo4j Health Care & Life Sciences Workshop 2024! Join us for an immersive exploration into the intersection of cutting-edge technologies and the life sciences domain. This year, we're thrilled to introduce GenAI and Knowledge Graphs as exciting additions to our event, promising innovative solutions to the challenges faced in data management and analysis. Our workshop serves as a dynamic platform for professionals, researchers, and industry leaders to come together, share insights, and collaborate on pioneering approaches in leveraging graph databases and advanced technologies. From deciphering complex datasets to unlocking actionable insights, we'll delve into the latest trends, best practices, and practical solutions shaping the future of the life sciences industry. Don't miss this opportunity to connect with thought leaders, explore groundbreaking ideas, and propel your organization towards success in the digital era. Register now to secure your spot and embark on a journey of discovery at the Neo4j Health Care & Life Sciences Workshop 2024! We are currently building the agenda - You can expect speakers from John Snow Labs, QIAGEN, Universität Hospital Heidelberg and others. |
Neo4j LifeScience Workshop 2024
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Neo4j LifeScience Workshop 2024
2024-06-12 · 12:00
Welcome to the Neo4j Health Care & Life Sciences Workshop 2024! Join us for an immersive exploration into the intersection of cutting-edge technologies and the life sciences domain. This year, we're thrilled to introduce GenAI and Knowledge Graphs as exciting additions to our event, promising innovative solutions to the challenges faced in data management and analysis. Our workshop serves as a dynamic platform for professionals, researchers, and industry leaders to come together, share insights, and collaborate on pioneering approaches in leveraging graph databases and advanced technologies. From deciphering complex datasets to unlocking actionable insights, we'll delve into the latest trends, best practices, and practical solutions shaping the future of the life sciences industry. Don't miss this opportunity to connect with thought leaders, explore groundbreaking ideas, and propel your organization towards success in the digital era. Register now to secure your spot and embark on a journey of discovery at the Neo4j Health Care & Life Sciences Workshop 2024! We are currently building the agenda - You can expect speakers from John Snow Labs, QIAGEN, Universität Hospital Heidelberg and others. |
Neo4j LifeScience Workshop 2024
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Using Lakehouse to Fight Cancer:Ontada’s Journey to Establish a RWD Platform on Databricks Lakehouse
2023-07-28
Ontada, a McKesson business, is an oncology real-world data and evidence, clinical education and provider of technology business dedicated to transforming the fight against cancer. Core to Ontada’s mission is using real-world data (RWD) and evidence generation to improve patient health outcomes and to accelerate life science research. To support its mission, Ontada embarked on a journey to migrate its enterprise data warehouse (EDW) from an on-premise Oracle database to Databricks Lakehouse. This move allows Ontada to now consume data from any source, including structured and unstructured data from its own EHR and genomics lab results, and realize faster time to insight. In addition, using the Lakehouse has helped Ontada eliminate data silos, enabling the organization to realize the full potential of RWD – from running traditional descriptive analytics to extracting biomarkers from unstructured data. The session will cover the following topics:
Join this session to hear how Ontada is transforming RWD to deliver safe and effective cancer treatment. Talk by: Donghwa Kim Connect with us: Website: https://databricks.com Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/databricks Instagram: https://www.instagram.com/databricksinc Facebook: https://www.facebook.com/databricksinc |
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David Talby
– CEO
@ John Snow Labs and Pacific AI
Large language models provide a leap in capabilities on understanding medical language and context - from passing the US medical licensing exam to summarizing clinical notes. They also suffer from a wide range of issues - hallucinations, robustness, privacy, bias – blocking many use cases. This session shares currently deployed software, lessons learned, and best practices that John Snow Labs has learned while enabling academic medical centers, pharmaceuticals, and health IT companies to build LLM-based solutions. First, we cover benchmarks for new healthcare-specific large language models, showing how tuning LLM’s specifically on medical data and tasks results in higher accuracy on use cases such as question answering, information extraction, and summarization, compared to general-purpose LLM’s like GPT-4. Second, we share an architecture for medical chatbots that tackles issues of hallucinations, outdated content, privacy, and building a longitudinal view of patients. Third, we present a comprehensive solution for testing LLM’s beyond accuracy – for bias, fairness, representation, robustness, and toxicity – using the open-source nlptest library. Talk by: David Talby Here’s more to explore: LLM Compact Guide: https://dbricks.co/43WuQyb Big Book of MLOps: https://dbricks.co/3r0Pqiz Connect with us: Website: https://databricks.com Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/databricks Instagram: https://www.instagram.com/databricksinc Facebook: https://www.facebook.com/databricksinc |
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Health Care and Life Sciences Experience at Data + AI Summit 2022
2022-07-19 · 16:13
Welcome data teams and executives in the Healthcare and Life Sciences industry! This year’s Data + AI Summit is jam-packed with talks, demos and discussions on the biggest innovations in patient care and drug R&D. To help you take full advantage of the Healthcare and Life Sciences experience at Summit, we’ve curated all the programs in one place. Highlights at this year’s Summit: Healthcare and Life Sciences Industry Forum: Our capstone event for Healthcare and Life Sciences attendees at Summit featuring keynotes and panel discussions with Walgreens, Takeda, Optum, and Humana followed by networking. More details in the agenda below. Healthcare and Life Sciences Lounge: Stop by our industry lounge located outside the Expo floor to meet with Databricks’ industry experts and see solutions from our partners including ZS Associates, John Snow Labs and others. Session Talks: Over 10 technical talks on topics including healthcare NLP, knowledge graphs for R&D, commercial analytics, and predicting hospital readmissions. Connect with us: Website: https://databricks.com Facebook: https://www.facebook.com/databricksinc Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/data... Instagram: https://www.instagram.com/databricksinc/ |
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