Predict the Image Category
Predict the product category from its image
One of client’s eCommerce website provides a wide range of product catalog that keeps growing gradually following the latest trends and requirements of new edge customers. To better understand and serve the customers’ we implemented a product category classification feature, using machine learning algorithms. These machine learning algorithms make use of a text description of the products in order to predict their categories automatically.
- The requirement was to predict the category of a product based on its image using one or several images associated with the product along with its product id where the model can predict the correct product
- Build a system that can forecast a standardized category
- Create a classifier based on supervised learning
- The absence of complete product information and unstructured titles of products
- Lowercasing, eliminating special characters, remove words like ‘and,’ ‘by,’ ‘for,’ etc
- Lack of consistency in product titles throughout the website
- We offered the solution using Data science - NLP to automatically choose the best category for each new product and improve the buyer’s shopping experience.
- We applied machine learning algorithms - Text-based Classification to the text description of the products to automatically predict their category.
Product Categorization Engine
- We Successfully developed a robust solution for client’s complex business need to increase the conversion rates and eliminate online shopping returns
- Created a more personalized customer experience to communicate with their favourite brands in a personal way
- The Website identify customer behavior and purchase pattern to predict what exactly customers want
- The team is delighted in assisting the client in carrying out the desired result