We created a web-based application powered by a machine learning model to match the merchant’s product to the relevant category tree. We praise the FastAPI for its simple documentation, built-in perks, and development speed. It allowed us to come up with a simple application design in a short amount of time. Our deep learning model was able to predict the whole category tree to its leaves based on the title and product description only. This process can be transferred to any e-commerce platform with both deep and wide category trees to achieve the speed boost in terms of onboarding new resellers.
Recommending the most relevant products in real time is the Holy Grail of data science in the e-commerce industry. Together with Sephora, we have met the challenge to improve online recommendations and increase the click-through rate (CTR).
LogicAI Team23 Nov 2022