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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

FOR INDIVIDUALS

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Transform your workforce

Assess your team's data & AI skills and follow personalized learning plans to close the gaps.

FOR INDIVIDUALS

Master data & AI skills

Build data & AI skills to launch or accelerate your career (start for free, no credit card required).

FOR COMPANIES & TEAMS

Transform your workforce

Assess your team's data & AI skills and follow personalized learning plans to close the gaps.

FOR INDIVIDUALS

Master data & AI skills

Build data & AI skills to launch or accelerate your career (start for free, no credit card required).

FOR COMPANIES & TEAMS

Transform your workforce

Assess your team's data & AI skills and follow personalized learning plans to close the gaps.