The Data Exchange with Ben Lorica

Ben Lorica
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Feb 23, 2023 • 37min

Running Machine Learning Workloads On Any Cloud

Zongheng Yang, is a researcher in the Sky Computing Lab at UC Berkeley, a multi-year research initiative that utilizes distributed systems, programming languages, security and machine learning to separate the services that a company requires from the choice of a specific cloud. He provides a detailed overview and update on SkyPilot, a groundbreaking intercloud broker that views the cloud ecosystem as a unified and integrated entity rather than a collection of disparate, largely incompatible clouds. SkyPilot enables users to run Machine Learning and Data Science batch jobs on any cloud, realize substantial cost savings, access the best hardware across clouds, and enjoy higher resource availability.Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Feb 16, 2023 • 46min

2023 Trends in Data Engineering and Infrastructure

Jesse Anderson, Evan Chan, and I delve into the current developments and possibilities within the realm of data engineering and platforms. As the foundation for artificial intelligence and machine learning, data plays a crucial role in the advancement of these technologies. Download a copy of the FREE Report:  https://gradientflow.com/2023trendsreport/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Feb 9, 2023 • 37min

Preparing for the Implementation of the EU AI Act and Other AI Regulations

This week we discuss AI regulations with Gabriela Zanfir-Fortuna is VP for Global Privacy at the Future of Privacy Forum, and Andrew Burt, Managing Partner at BNH, the first law firm focused on AI and Analytics.Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Feb 2, 2023 • 42min

The Open Source Stack Unleashing a Game-Changing AI Hardware Shift

Dylan Patel is the Chief Analyst at SemiAnalysis,  a boutique semiconductor research and consulting firm focused on the semiconductor supply chain from chemical inputs to fabs to design IP and strategy. In this episode, we discuss the emerging open source software stack for PyTorch that makes it easier and more accessible to implement non-Nvidia backends (see his recent post).Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Jan 26, 2023 • 48min

Data Science and AI in Context

Peter Norvig (of Google and Stanford) and Alfred Spector (of MIT) are part of the team of authors behind the must-read book Data Science in Context: Foundations, Challenges, Opportunities. We discussed their recent book and tool a deep dive into their Data Science Analysis Rubric, and we also talked about a trending topics in AI including looming regulations, synthetic data, and Large Language and Foundation Models.Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Jan 19, 2023 • 46min

Evaluating Language Models

Percy Liang is Associate Professor of Computer Science and Statistics, and Director of the new Center for Research on Foundation Models at Stanford University. We discussed a new suit of tools (HELM) designed to help users and researchers understand language models in their totality. We also discuss recent trends in AI including the rise of Generative AI and Foundation Models.Download a copy of our FREE 2023 Trends in Data and AI Report:  https://gradientflow.com/2023trendsreport/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Jan 12, 2023 • 1h 6min

2023 Opportunities and Trends: Data, Machine Learning, and AI

Jenn Webb, special correspondent and managing editor at Gradient Flow, recently organized a mini-panel to discuss themes and trends for 2023. The panel consisted of myself and Mikio Braun. More information on these trends can be found in our Annual Trends Report, which is available for free download (see details below). Download a copy of the FREE Report:  https://gradientflow.com/2023trendsreport/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Jan 5, 2023 • 38min

Exploring DALL·E 2

Given the growing interest in Generative AI, we revisit a conversation with Mark Chen, Research Scientist at OpenAI and part of the team behind DALL·E 2, a new AI system that can create realistic images and art based on natural language descriptions. Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Dec 29, 2022 • 37min

Data Science at Shopify and Stitch Fix

On this special end of the year episode, we revisit conversations with two data science leaders in the e-commerce space:Wendy Foster, Director, Engineering & Data Science at Shopify.Olivia Liao, Senior Director of Data Science at Stitch Fix.Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Spotify • Stitcher • Google • AntennaPod • Podcast Addict • Amazon •  RSS.Detailed show notes can be found on The Data Exchange web site.
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Dec 22, 2022 • 37min

Building a data management system for unstructured data

Shayan Mohanty is the CEO of Watchful, a modern and interactive solution that places the control of data labeling back in the hands of data scientists, machine learning practitioners, and subject matter experts. This podcast focuses on a data management system (written in Rust) they built to support the level of automation and interactivity required to support Watchful.Subscribe to the Gradient Flow Newsletter:  https://gradientflow.substack.com/Subscribe: Apple • Android • Spotify • Stitcher • Google • AntennaPod • RSS.Detailed show notes can be found on The Data Exchange web site.

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