Open frutik opened 4 years ago
Product Matching in eCommerce using deep learning
Walmart.com is a marketplace with hundreds of millions of products and thousands of sellers. Given a seller who wishes to set up a new product offer on Walmart.com, we need to determine whether we already carry this product in our catalog. If we don’t make that determination then when a user searches for that product on our website, they may end up seeing duplicates in their search results which is not a desirable user experience. So we need to form groups of identical items sold by different sellers as below.
Categorizing Products at Scale
https://engineering.shopify.com/blogs/engineering/categorizing-products-at-scale
With over 1M business owners now on Shopify, there are billions of products being created and sold across the platform. Just like those business owners, the products that they sell are extremely diverse! Even when selling similar products, they tend to describe products very differently. One may describe their sock product as a “woolen long sock,” whereas another may have a similar sock product described as a “blue striped long sock.”
How can we identify similar products, and why is that even useful?
Detecting Image Duplicates at OLX Scale
https://zentity.io/
Determining compatibility
Knowledge graphs applied in the retail industry
The Ecommerce Knowledge Graph - Semantics3 Labs