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The AI and ML Conversations with Iavor Botev
Iavor Botev
3 episodes
11 hours ago
Conversations with AI and ML experts on building real-world systems, navigating career growth, and exploring the future of generative AI. From messy data pipelines to scaling infrastructure, from proof of concept to production, we dive into the technical lessons, human stories, and big-picture impacts shaping the future of AI.
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Technology
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All content for The AI and ML Conversations with Iavor Botev is the property of Iavor Botev and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Conversations with AI and ML experts on building real-world systems, navigating career growth, and exploring the future of generative AI. From messy data pipelines to scaling infrastructure, from proof of concept to production, we dive into the technical lessons, human stories, and big-picture impacts shaping the future of AI.
Show more...
Technology
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Sebastián Poliak: Independent App Development, ML Engineering, RecSys | AI and ML Conversations #2
The AI and ML Conversations with Iavor Botev
1 hour 26 seconds
1 month ago
Sebastián Poliak: Independent App Development, ML Engineering, RecSys | AI and ML Conversations #2

🎙️ In episode 2 of "AI and ML Conversations," I sit down with Sebastián Poliak, an experienced machine learning engineer who's transitioned into an independent app developer. 🚀

Sebastián opens up about his path from applied research to building AI-powered mobile apps like Stridly and Babli (https://publicspeakingcoach.app/).

With notable roles including Senior ML Engineer at Bloomreach and Machine Learning Researcher at Seznam, he brings a wealth of expertise.

We explore the changing world of machine learning engineers, the influence of generative AI, and why focusing on high-quality products with great user experiences matters.

Join us for practical tips on career shifts, integrating AI into app development, and making the most of data-driven strategies - the links are in the comments.

Timestamps:

00:00 – Introduction

01:22 – Sebastián’s background & early interest in AI

03:42 – Career as a machine learning engineer

08:02 – Key projects: search, NLP & recommender systems

11:33 – The impact of transformers & GenAI

14:19 – From ML engineer to indie app developer

24:03 – Building and launching first apps

26:50 – Marketing strategies

30:13 – Data-driven product design & user experience

37:55 – Using AI in development & backend setup

40:19 – Costs, fine-tuning, and evaluation challenges

48:22 – Focus on onboarding, growth & staying solo

52:32 – Influencer marketing & growth hacks

55:15 – Overview of Sebastián’s apps

57:54 – Life advice: freedom, happiness, and building quality products

01:00:23 – Closing

The AI and ML Conversations with Iavor Botev
Conversations with AI and ML experts on building real-world systems, navigating career growth, and exploring the future of generative AI. From messy data pipelines to scaling infrastructure, from proof of concept to production, we dive into the technical lessons, human stories, and big-picture impacts shaping the future of AI.