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Explore strategies for accurate and scalable offer categorization in e-commerce through this conference talk. Delve into the critical importance of effective product classification for customer targeting and behavior analysis. Learn how to tackle the complexities of categorizing large product catalogs using robust systems that consider product attributes and pricing. Discover the role of automation tools and machine learning algorithms in streamlining the categorization process. Understand how proper offer categorization enhances search relevance, product sorting, and search engine indexing. Examine the challenges of mapping offers to Google's extensive taxonomy and the importance of establishing clear standards. Gain insights into overcoming scaling issues and limitations in offer categorization. Benefit from the speaker's diverse background in machine learning, data science, and autonomous vehicle technology as he shares valuable experiences and innovative approaches to e-commerce categorization challenges.