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LLMs in the Trenches: What Breaks and Why

LLMs in the Trenches: What Breaks and Why

About the Show

LLMs seem like a hot solution now, until you try deploying one.

Andriy Burkov, machine learning expert and author of The Hundred-Page Machine Learning Book, joins us for a grounded, sometimes blunt conversation about why many LLM applications fail.

We’ll talk about sentiment analysis, difficulty with taxonomy, agents getting tripped up on formatting, and why MCP might not solve your problems.

If you’re tired of the hype and want to understand the real state of applied LLMs, this episode delivers.

What You'll Learn:

  • What is often misunderstood about LLMs

  • The reliability of sentiment analysis

  • How can we make agents more resilient?

Here are links to Andriy’s books on machine learning and LLMs:

The Hundred-Page Machine Learning Book

The Hundred-Page Language Models Book: hands-on with Pytorch

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FOR INDIVIDUALS

Master modern data skills

Start learning for Free. No credit card required. Master skills in data literacy, Excel, Power BI, SQL, Python and more.

FOR COMPANIES & TEAMS

Train your team in data

Create your team account today, request a demo, or start with a team assessment today.

FOR INDIVIDUALS

Master modern data skills

Start learning for Free. No credit card required. Master skills in data literacy, Excel, Power BI, SQL, Python and more.

FOR COMPANIES & TEAMS

Train your team in data

Create your team account today, request a demo, or start with a team assessment today.