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  • Supercharging ML AI Foundations at Instacart
    Therefore, the mission of our LLM foundation pod is to develop techniques that enable the creation of robust applications on top of LLMs Prompt engineering is a crucial element in leveraging LLMs and Generative AI
  • Supercharging Discovery in Search With LLMs
    By integrating the extensive world knowledge of LLMs with Instacart’s domain-specific data about our users and catalog, we were able to enhance our content generation capabilities significantly
  • genai-llm-ml-case-studies case-studies by-company instacart . . .
    This case study discusses how Instacart implemented an ML solution for help users discover new products
  • Instacarts LLM Driven Search and Discovery | Suban Shrestha
    LLM in Product Discovery Problem: When user selects a product, we would like to show products that user might add to the cart Basic Generation: Given a query, give me substitutes and complementary items Augmented Generation: QueryQuery Annotations (Brand, Category, mldr;)Items bought after this Query Query Annotations (Brand, Category, mldr;)
  • An Embedding-Based Grocery Search Model at Instacart
    In this paper, we present our embedding-based model for grocery search at Instacart The system learns query and product representations with a two-tower transformer-based encoder architecture To tackle the cold-start problem, we focus on content-based features
  • Introducing Smart Shop: How Instacart’s AI is Personalizing Your . . .
    With your input, these interactions – combined with Instacart’s proprietary shopping data, advanced ML models and LLM reasoning – continuously sharpen Smart Shop’s ability to predict your needs and refine recommendations, helping you discover new favorites while staying true to your lifestyle
  • Relation labeling in product knowledge graphs with large language . . .
    We evaluate the performance of various LLMs, including PaLM-2, GPT-3 5, and Llama-2, on benchmark datasets for e-commerce relation labeling tasks We use different prompt engineering techniques to examine their impact on model performance
  • Instacart: Advanced Prompt Engineering Techniques for Production LLM . . .
    Instacart, a leading e-commerce platform, has been rapidly adopting LLMs and GenAI technologies for various internal and customer-facing applications This case study explores their practical experience implementing and optimizing prompt engineering techniques for production LLM applications




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