AI-powered
podcast player
Listen to all your favourite podcasts with AI-powered features
LeadDev's PriorityZero
S1E1: Meta's senior machine learning engineer Katerina Iliakoupoulou on leaving your dream job and the future of ML
Jul 29, 2024
Katerina Iliakoupoulou is a senior machine learning engineer at Meta, previously with the New York Times. She discusses her surprising decision to leave the journalism world for tech, emphasizing the necessity of deep domain knowledge for engineers. The conversation shifts to building impactful ML solutions, particularly for Facebook Reels, highlighting the importance of teamwork and iteration. Katerina also shares insights on the future of recommendation systems and the evolving role of machine learning in enhancing user experiences.
37:42
Episode guests
AI Summary
Highlights
AI Chapters
Episode notes
Podcast summary created with Snipd AI
Quick takeaways
- Deep domain knowledge significantly enhances an engineer's effectiveness by fostering innovative solutions and enabling a nuanced approach to problem-solving.
- The rapid evolution of machine learning and user engagement will transform recommendation systems into personalized, interactive experiences that adapt to individual feedback.
Deep dives
The Importance of Domain Knowledge in Engineering
Deep domain knowledge is crucial for engineers, significantly enhancing their effectiveness in their roles. A strong foundation in both engineering skills and an understanding of the specific industry leads to more passionate and competent work. For example, the speaker's journey from journalism to machine learning illustrates how combining expertise can foster innovative solutions. Passionate involvement in one's domain enables engineers to tackle problems with a more nuanced perspective, ultimately driving better results.
Get the Snipd
podcast app
Unlock the knowledge in podcasts with the podcast player of the future.
AI-powered
Discover
highlights
Listen to the best highlights from the podcasts you love and dive into the full episode
Save any
moment
Hear something you like? Tap your headphones to save it with AI-generated key takeaways
Share
& Export
Send highlights to Twitter, WhatsApp or export them to Notion, Readwise & more
AI-powered
podcast player
Listen to all your favourite podcasts with AI-powered features
Discover
highlights
Listen to the best highlights from the podcasts you love and dive into the full episode