SE Radio 641: Catherine Nelson on Machine Learning in Data Science

SE Radio 641: Catherine Nelson on Machine Learning in Data Science

Author: SE-Radio Team November 6, 2024 Duration: 48:19
Catherine Nelson, author of the new O'Reilly book, Software Engineering for Data Scientists, discusses the collaboration between data scientists and software engineers -- an increasingly common pairing on machine learning and AI projects. Host Philip Winston speaks with Nelson about the role of a data scientist, the difference between running experiments in notebooks and building an automated pipeline for production, machine learning vs. AI, the typical pipeline steps for machine learning, and the role of software engineering in data science. Brought to you by IEEE Computer Society and IEEE Software magazine.

For developers who think deeply about their craft, Software Engineering Radio-The Podcast for Professional Software Developers offers a steady, thoughtful conversation about building software. This isn't about chasing headlines or quick tips; it's a deliberate exploration of the principles, patterns, and hard-won insights that define lasting work in the field. The SE-Radio Team creates each episode as original, standalone content, ensuring you get focused depth rather than recycled conference talks. Every ten days, a new installment arrives, alternating between detailed tutorial-style deep dives on specific technologies or methodologies and candid interviews with influential voices and practitioners from across the industry. Tuning in means joining a continuous learning journey where complex topics are broken down with clarity, from system architecture and language design to team dynamics and career development. This podcast serves as a reliable educational archive, a resource you can return to as your experience grows, always anchored in the realities and challenges faced by professional developers every day.
Author: Language: en-us Episodes: 100

Software Engineering Radio - The Podcast for Professional Software Developers
Podcast Episodes
SE Radio 679: Wesley Beary on API Design [not-audio_url] [/not-audio_url]

Duration: 47:51
Wesley Beary of Anchor speaks with host Sam Taggart about designing APIs with a particular emphasis on user experience. Wesley discusses what it means to be an "API connoisseur"— paying attention to what makes the APIs w…
SE Radio 678: Chris Love on Kubernetes Security [not-audio_url] [/not-audio_url]

Duration: 54:36
Chris Love, co-author of the book Core Kubernetes, joins host Robert Blumen for a conversation about kubernetes security. Chris identifies the node layer, secrets management, the network layer, contains, and pods as the…
SE Radio 676: Samuel Colvin on the Pydantic Ecosystem [not-audio_url] [/not-audio_url]

Duration: 1:02:06
Samuel Colvin, the CEO and founder of Pydantic, speaks with host Gregory M. Kapfhammer about the ecosystem of Pydantic's Python frameworks, including Pydantic, Pydantic AI, and Pydantic Logfire. Along with discussing the…
SE Radio 675: Brian Demers on Observability into the Toolchain [not-audio_url] [/not-audio_url]

Duration: 47:41
Brian Demers, Developer Advocate at Gradle, speaks with host Giovanni Asproni about the importance of having observability in the toolchain. Such information about build times, compiler warnings, test executions, and any…
SE Radio 674: Vilhelm von Ehrenheim on Autonomous Testing [not-audio_url] [/not-audio_url]

Duration: 49:49
Vilhelm von Ehrenheim, co-founder and chief AI officer of QA.tech, speaks with SE Radio's Brijesh Ammanath about autonomous testing. The discussion starts by covering the fundamentals, and how testing has evolved from ma…