Large-Scale Item Categorization in e-Commerce Using Multiple Recurrent Neural Networks Precise item categorization is a key issue in e-commerce domains. However, it still remains a challenging problem due to data size, category skewness, and noisy metadata. Here, we demonstrate a successful report on a deep learning-based item categorization method, i.e., deep categorization network (DeepCN), in a
Data-Driven Metric Development for Online Controlled Experiments: Seven Lessons Learned Online controlled experiments, also called A/B testing, have been established as the mantra for data-driven decision making in many web-facing companies. In recent years, there are emerging research works focusing on building the platform and scaling it up [34], best practices and lessons learned to obtain trus
Data, algorithms and analytics for the fashion industry Background Fashion is a multi-billion dollar industry with social and economic implications worldwide. The fashion industry has traditionally placed high value on human creativity and has been slower to realize the potential of data analytics. With the advent of modern cognitive computing technologies (data mining and knowledge discovery, mac
Aditya Grover*, Stanford University; Jure Leskovec, Stanford University Abstract Prediction tasks over nodes and edges in networks require careful effort in engineering features used by learning algorithms. Recent research in the broader field of representation learning has led to significant progress in automating prediction by learning the features themselves. However, present feature learning a
kappa-architecture.com Repository dedicated to Kappa Architecture. I collect and publish articles, tutorials, talks, projects and examples related to Kappa Architecture. What is Kappa Architecture? Kappa Architecture is a software architecture pattern. Rather than using a relational DB like SQL or a key-value store like Cassandra, the canonical data store in a Kappa Architecture system is an appen
Serverless Framework: A Deep Overview of the Best AWS Lambda + API Gateway Automation Solution Architecting AWS-Powered Microservices in Python with Serverless Framework: What You Need to Know We have been talking a lot about the new serverless cloud over the last few months. The news is all good. There have been tremendous improvements announced since AWS Lambda’s launch in 2014. Competing cloud
NEWER EDITION AVAILABLE IN MEAP Serverless Architectures on AWS, Second Edition is now available in the Manning Early Access Program. An eBook of this older edition is included at no additional cost when you buy the revised edition! You may still purchase Serverless Architectures on AWS (First Edition) using the Buy options on this page. Serverless Architectures on AWS teaches you how to build, se
Miles WardDirector of Solution Architecture, Google Cloud Editor's Note: (updated August 30, 2021) this blog post is part of a tradition of April Fools' Day jokes by Google. Style Detection is not a real product and we'd like to apologize to anyone that found this misleading. We have since introduced a (real) Vision API for Product Search, designed for visual matching. We hope you check it out! At
Try Google CloudStart building on Google Cloud with $300 in free credits and 20+ always free products. Free Trial At GCP NEXT 2016, the biggest Google Cloud Platform event held this year in San Francisco, Jeff Dean, Google Senior Fellow, presented the Cloud Vision API with Cloud Vision Explorer. This amazing demo is now available for anyone and we warmly invite you to give it a try. ">At GCP NEXT
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