Shipping Practical AI: How to Build Real-World ML for 2D Drawings (with Marina Petzel)

Nội dung được cung cấp bởi By Harness. Tất cả nội dung podcast bao gồm các tập, đồ họa và mô tả podcast đều được By Harness hoặc đối tác nền tảng podcast của họ tải lên và cung cấp trực tiếp. Nếu bạn cho rằng ai đó đang sử dụng tác phẩm có bản quyền của bạn mà không có sự cho phép của bạn, bạn có thể làm theo quy trình được nêu ở đây https://vi.player.fm/legal.

ShipTalk - SRE, DevOps, Platform Engineering, Software Delivery »
Shipping Practical AI: How to Build Real-World ML for 2D Drawings (with Marina Petzel)

4d ago 44:34

Chia sẻ

MP3•Trang chủ episode

Fetch error

Hmmm there seems to be a problem fetching this series right now. Last successful fetch was on December 02, 2025 00:21 (3d ago)

What now? This series will be checked again in the next day. If you believe it should be working, please verify the publisher's feed link below is valid and includes actual episode links. You can contact support to request the feed be immediately fetched.

In this episode of Ship Talk, host Dewan Ahmed (Principal Developer Advocate, Harness) sits down with Marina Petzel, Senior ML Engineer and AI Productivity Lead at Autodesk, to unpack what it actually looks like to ship AI into long-lived, production software.

Marina shares her journey from classic predictive analytics to computer vision and LLMs, and how her team brings intelligent features like Smart Blocks in AutoCAD from ideation to prototype to production on a tight yearly release cadence. She breaks down the often ignored parts of ML work: data pipelines, infrastructure, UX fit, and safety testing, and explains why “garbage in, garbage out” is a law of nature, not just a cliché.

They also dive into AI for developer productivity, multi-agent workflows, red-teaming and prompt safety, and how every engineer, regardless of seniority, can start using AI as a genuine skill multiplier. Marina closes with concrete advice for aspiring ML engineers: build more, read less, follow your curiosity, and share your work publicly so your visibility compounds over time.

Follow Marina's work: https://marina.petzel.tech
Connect with her: https://www.linkedin.com/in/marina-petzel

39 tập

#Tech #Harness #DevOps #SRE #Cloud Native #Software Engineering #CICD #Technology Leadership #Cloud IT