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Applied AI/ML Research at PayPal with Vidyut Naware - #593

Applied AI/ML Research at PayPal with Vidyut Naware - #593

Today we’re joined by Vidyut Naware, the director of machine learning and artificial intelligence at Paypal. As the leader of the ML/AI organization at Paypal, Vidyut is responsible for all things applied, from R&D to MLOps infrastructure. In our conversation, we explore the work being done in four major categories…

32 MinutesThe TWIML AI Podcast

Evaluating models without test data

Evaluating models without test data

WeightWatcher, created by Charles Martin, is an open source diagnostic tool for analyzing Neural Networks without training or even test data! Charles joins us in this episode to discuss the tool and how it fills certain gaps in current model evaluation workflows. Along the way, we discuss statistical methods from…

45 MinutesPractical AI

Assessing Data Quality at Shopify with Wendy Foster - #592

Assessing Data Quality at Shopify with Wendy Foster - #592

Today we’re back with another installment of our Data-Centric AI series, joined by Wendy Foster, a director of engineering & data science at Shopify. In our conversation with Wendy, we explore the differences between data-centric and model-centric approaches and how they manifest at Shopify, including on her team…

36 MinutesThe TWIML AI Podcast

Stable Diffusion

Stable Diffusion

The new stable diffusion model is everywhere! Of course you can use this model to quickly and easily create amazing, dream-like images to post on twitter, reddit, discord, etc., but this technology is also poised to be used in very pragmatic ways across industry. In this episode, Chris and Daniel take a deep dive into…

44 MinutesPractical AI

Transformers for Tabular Data at Capital One with Bayan Bruss - #591

Transformers for Tabular Data at Capital One with Bayan Bruss - #591

Today we’re joined by Bayan Bruss, a Sr. director of applied ML research at Capital One. In our conversation with Bayan, we dig into his work in applying various deep learning techniques to tabular data, including taking advancements made in other areas like graph CNNs and other traditional graph mining algorithms and…

47 MinutesThe TWIML AI Podcast

Licensing & automating creativity

Licensing & automating creativity

AI is increasingly being applied in creative and artistic ways, especially with recent tools integrating models like Stable Diffusion. This is making some artists mad. How should we be thinking about these trends more generally, and how can we as practitioners release and license models anticipating human impacts? We…

44 MinutesPractical AI

Understanding Collective Insect Communication with ML, w/ Orit Peleg - #590

Understanding Collective Insect Communication with ML, w/ Orit Peleg - #590

Today we’re joined by Orit Peleg, an assistant professor at the University of Colorado, Boulder. Orit’s work focuses on understanding the behavior of disordered living systems, by merging tools from physics, biology, engineering, and computer science. In our conversation, we discuss how Orit found herself exploring…

37 MinutesThe TWIML AI Podcast

Privacy in the age of AI

Privacy in the age of AI

In this Fully-Connected episode, Daniel and Chris discuss concerns of privacy in the face of ever-improving AI / ML technologies. Evaluating AI’s impact on privacy from various angles, they note that ethical AI practitioners and data scientists have an enormous burden, given that much of the general population may not…

43 MinutesPractical AI

Practical, positive uses for deep fakes

Practical, positive uses for deep fakes

Differentiating between what is real versus what is fake on the internet can be challenging. Historically, AI deepfakes have only added to the confusion and chaos, but when labeled and intended for good, deepfakes can be extremely helpful. But with all of the misinformation surrounding deepfakes, it can be hard to see…

43 MinutesPractical AI

Synthetic Data Generation for Robotics with Bill Vass - #588

Synthetic Data Generation for Robotics with Bill Vass - #588

Today we’re joined by Bill Vass, a VP of engineering at Amazon Web Services. Bill spoke at the most recent AWS re:MARS conference, where he delivered an engineering Keynote focused on some recent updates to Amazon sagemaker, including its support for synthetic data generation. In our conversation, we discussed all…

36 MinutesThe TWIML AI Podcast

CMU's AI pilot lands in the news 🗞

CMU's AI pilot lands in the news 🗞

Daniel and Chris cover the AI news of the day in this wide-ranging discussion. They start with Truss from Baseten while addressing how to categorize AI infrastructure and tools. Then they move on to transformers (again!), and somehow arrive at an AI pilot model from CMU that can navigate crowded airspace (much to…

41 MinutesPractical AI