Determine if two products are the same by their images and characteristicsPostée le 07/11/2021 chez vous
Do you search online retailers in search of the best prices? You're joined by the many savvy shoppers who don't like paying extra for the same product depending on where they shop.
Our platform allows users to find products at prices that are competitive to the same product sold by another retailer. To perform these matches automatically requires a thorough machine learning approach, which is where your data science skills could help.
Two different images of similar wares may represent the same product or two completely different items. We want to avoid misrepresentations and other issues that could come from conflating two dissimilar products.
You have the freedom to choose a combination of deep learning and traditional machine learning to analyze image and text information to compare similarity. But major differences in images, titles, and product descriptions prevent these methods from being entirely effective , optimisations on the cloud computing cost are a plus .
In this project, you’ll apply your machine learning skills to build a model that predicts which items are the same products.
The applications go far beyond Shopee or other retailers. Your contributions to product matching could support more accurate product categorization and uncover marketplace spam. Customers will benefit from more accurate listings of the same or similar products as they shop. Perhaps most importantly, this will aid you and your fellow shoppers in your hunt for the very best deals.
the task requires taking product pairs from database and based on product image and characteristics (title , price , brand ) and determine if the pair refers to the same product ( by assigning a similarity score in the pair's document in the nosql database )