Personalized recommendations on the Netflix Homepage are based on a user's viewing habits and the behavior of similar users. These recommendations, organized for efficient browsing, enable users to discover the next great video to watch and enjoy without additional input or an explicit expression of their intents or goals. The Netflix Search experience, on the other hand, allows users to take active control of discovering new videos by explicitly expressing their entertainment needs via search queries. In this talk, we discuss the importance of producing search results that go beyond traditional keyword-matches to effectively satisfy users' search needs in the Netflix entertainment setting. Motivated by users' various search intents, we highlight the necessity to improve Search by applying approaches that have historically powered the Homepage. Specifically, we discuss our approach to leverage recommendations in the context of Search and to effectively organize search results to provide a product experience that meaningfully adds value for our users.
翻译:Netflix主页上的个性化建议基于用户的浏览习惯和类似用户的行为。这些建议是为高效浏览而组织的,使用户能够发现下一个伟大的视频,在没有额外投入或明确表达其意图或目标的情况下观看和欣赏。另一方面,Netflix搜索经验允许用户通过搜索询问明确表达其娱乐需求,从而积极控制新视频的发现。在这个演讲中,我们讨论了制作搜索结果的重要性,这些结果超越了传统的关键词组合,以有效满足Netflix娱乐环境中用户的搜索需求。受用户各种搜索意图的驱使,我们强调必须通过应用历来为主页提供动力的方法改进搜索。具体地说,我们讨论了如何在搜索背景下利用建议,并有效地组织搜索结果,以便为我们的用户提供有意义的产品经验。