Every click, cart, and return tells a story. ML in Retail: Personalizing Shopping Experiences shows you how to turn retail data into smarter recommendations, sharper pricing, and inventory that's right where customers need it-online and in-store. No hype-just the proven patterns that teams use to build ML features shoppers actually feel. You'll design a retail ML stack end-to-end: from clean product and event data to feature stores, training, and real-time serving. Build recommenders that combine collaborative filtering, ...
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Every click, cart, and return tells a story. ML in Retail: Personalizing Shopping Experiences shows you how to turn retail data into smarter recommendations, sharper pricing, and inventory that's right where customers need it-online and in-store. No hype-just the proven patterns that teams use to build ML features shoppers actually feel. You'll design a retail ML stack end-to-end: from clean product and event data to feature stores, training, and real-time serving. Build recommenders that combine collaborative filtering, graph signals, and sequence models, then re-rank for context and business rules. Pair demand forecasting with allocation and replenishment so shelves stay stocked without overbuying. Wrap it all with A/B testing, guardrails, and MLOps so wins are repeatable and safe. You'll learn how to: Build modern recommendation systems (user-item CF, graph/sequence models, contextual re-ranking) Personalize experiences with segments, real-time context, bandits, and constraints (diversity, margin, exposure) Improve search & discovery with embeddings, vector search, and learning-to-rank Model price & promo effects (elasticity, uplift) and run sound experiments Forecast demand and optimize inventory, allocation, and markdowns Operate at scale with data quality checks, drift monitoring, online features, and safe rollouts Address trust, privacy, and bias with transparent metrics and governance Written for data scientists, ML engineers, analysts, and product leaders, this is your practical playbook for measurable, customer-friendly retail ML.
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Add this copy of Ml in Retail Personalizing Shopping Experiences to cart. £15.90, new condition, Sold by Books2anywhere rated 5.0 out of 5 stars, ships from Fairford, GLOUCESTERSHIRE, UNITED KINGDOM, published 2025 by Independently Published.
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Add this copy of ML in Retail Personalizing Shopping Experiences: to cart. £18.94, new condition, Sold by Ingram Customer Returns Center rated 5.0 out of 5 stars, ships from NV, USA, published 2025 by Independently Published.