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Explore the intricacies of building shopping recommendation systems at Pinterest in this 28-minute conference talk from MLOps World: Machine Learning in Production. Gain insights from Sai Xiao, a Machine Learning Engineer at Pinterest, as she delves into the company's approach to enhancing the mid-funnel shopping experience. Learn about engagement-based and embedding-based candidate generation techniques, indexing and serving methods for supporting multiple types of recommenders, and deep neural network ranking models. Discover how Pinterest leverages these technologies to help millions of users find new ideas and create a life they love through personalized shopping recommendations.
Syllabus
Shopping Recommendations at Pinterest
Taught by
MLOps World: Machine Learning in Production