Josh Patterson is the co-founder and CEO of Voltron Data, a company on a mission to accelerate standardized data processing and enable faster, more efficient analytics and AI workflows. Previously, Josh was Director of Engineering at NVIDIA and Director of Data Science at Accenture. He also co-founded the RAPIDS open-source project for GPU-accelerated data science and machine learning.
In this fireside chat, Josh joins Hugo Bowne-Anderson to discuss the future of data processing and how it impacts data scientists, machine learning engineers, and data leaders. They explore:
- The evolution of open standards for data processing, such as Apache Arrow and IBIS, and the challenges in moving beyond legacy APIs;
- The renewed importance of performance and fast feature engineering in the era of large language models and advanced AI applications;
- Cybersecurity as a critical and challenging domain for machine learning, requiring innovations across diverse data types and processing frameworks;
- An overview of Voltron Data's ecosystem of open-source projects and how they enable flexible, efficient analytics and model development workflows;
- Perspectives on the future of data processing and how it will shape the work of data scientists, ML engineers, and platform teams.
Join us for a discussion on the cutting edge of data processing and AI, and discover new tools and approaches to accelerate your analytics and machine learning projects!
0:00 Introduction and welcome
2:13 Josh's background at Nvidia and Accenture
4:00 Early work at Accenture and discovering GPU acceleration
8:14 Development of Rapids at NVIDIA
12:47 Overview of open source tools like Arrow, Ibis, and Substrate
17:58 File format bottlenecks and optimization opportunities
24:38 Impact of LLMs and AI on data processing
30:26 Challenges and opportunities in AI-powered data analytics
37:49 Using AI to assist software development
46:01 The future of error messages and self-healing systems
53:26 Cybersecurity concerns with AI
58:22 The next frontier for data processing technologies
1:03:07 Overview of Theseus and Ibis
1:05:37 Wrap-up and conclusion
Негізгі бет Ғылым және технология Fireside Chat #19: Accelerating AI and Analytics -- The Future of Data Processing w/ Josh Patterson
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