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Peter
Appleby
Head of Data Science & Analytics
Autotrader
Peter is Head of Data Science and Analytics at AutoTrader, where he leads the development and deployment of machine learning solutions across the business. With a background in academic research, he brings deep technical expertise and a practical mindset to solving complex commercial problems. Peter has built and led high-performing data science teams in Agile environments, driving innovation through data-driven decision-making and scalable analytics.
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02 December 2025 16:30 - 17:00
Panel | Designing robust LLM evaluation frameworks for performance and alignment
In this session, we’ll explore how to build robust evaluation frameworks that go beyond benchmarks to capture safety, bias, hallucination, and task-specific performance. We’ll cover practical methods for stress-testing LLMs in enterprise settings, defining custom evaluation metrics, and building scalable pipelines to validate model behavior over time. → Key techniques for measuring alignment, reliability, and safety. → How to operationalise evaluation workflows across teams and use cases.