E-commerce platforms typically store and structure product information and search data in a hierarchy. Efficiently categorizing user search queries into a similar hierarchical structure is paramount in enhancing user experience on e-commerce platforms as well as news curation and academic research.…
Given a node-attributed graph, and a graph task (link prediction or node classification), can we tell if a graph neural network (GNN) will perform well? More specifically, do the graph structure and the node features carry enough usable information for the task? Our goals are (1) to develop a fast…
Click-through Rate (CTR) module is the foundation block of recommendation system and used for search, content selection, advertising, video streaming etc. CTR is modelled as a classification problem and extensive research is done to improve the CTR models. However, uncertainty method for these…
Review of non-taxable products is an important internal audit which is carried out by majority of e-commerce stakeholders. This process usually cross checks the initial taxability assignments to avoid any unnecessary penalties incurred to the companies during the actual audits by the respective…
Deploy a Machine Learning Model using Streamlit Library with Tutorial, Machine Learning Introduction, What is Machine Learning, Data Machine Learning, Machine Learning vs Artificial Intelligence etc.
In the financial news of storage companies last week several news items made the list. IBM acquired database archiving and classification vendor Princeton Softech. Isilon, which went public in 2006, lost money, but the amount was less than previous losses. Data Domain announced its IPO. ONstor announced it may go public. And, Qlusters announced an investment from Network Appliance.
Why IT projects s쳮d or fail sometimes has no direct relationship to the quality of the project itself. Sometimes projects fail because nobody properly attended to the requisite politicking. Consider, for example, a very typical assignment in IT these days, a data classification effort.
BlueArc unveiled a network-attached storage array last week that adds search, indexing, classification and data retention capabilities to its Titan NAS platform. The Titan 3000 Series boasts twice the performance of the company's Titan 2000 and doubles the capacity - up to 4PB.
Many vendors in the WAN optimization and application acceleration markets got their start as specialists, focused on specific tasks such as load balancing, compression or traffic classification. But as the market has matured, IT buyers' expectations have changed. Use of specialty optimization devices is giving way to more all-in-one appliances as enterprises look to satisfy the goal of end-to-end application acceleration.
In this week’s Network World our Special Focus section takes a look at the handful of small software companies are angling to capitalize on the complexities of cross-border commerce and automate what are traditionally time-consuming manual processes - such as identifying shipments according to international product classification conventions, making sure trades comply with foreign import and export rules, and providing proper shipment documentation.
The meaning of the term "open source," is about to change, according to the Open Source Initiative (OSI), the group that determines whether or not software licenses can be called "open source." Board members of the volunteer organization have approved sweeping changes that will tighten up the way it classifies open-source licenses and, eventually, create a new "multi-tier" classification system that will favor some open source licenses over others.
Nvidia's new GPUs called the Tesla P40 and P4 are built for those kind of deep-learning systems that aid in correlation and classification of data. The P4 -- which is based on the Pascal architecture -- is designed for use in servers or computers that will drive autonomous cars.
Dataglobal, a German company, launched its data classification software in the U.S. last week. The company, which is focused on e-mail and data archiving also recently acquired Inboxx, a data archiving vendor.
Iron Mountain this week launched its Enterprise Discovery Suite for information governance and discovery. The Enterprise Discovery Suite provides content archiving, legal discovery and data classification into a single product focused at businesses that are regulated and litigation-conscious.
Applying artificial intelligence and machine learning to the WAN might seem futuristic, but it’s already happening with our Unity EdgeConnect SD-WAN solution. A great example is our revolutionary First-packet iQ application classification technology which we announced at the end of March.
Information life-cycle management is grabbing the attention of IT executives, because the discipline promises to reduce the cost of many IT operations through automation and deployment of policy-based IT systems and tools. In theory, QoS improves, while management and equipment costs for storage, replication, classification and security diminish. ILM also aids in protecting data for regulatory-compliance initiatives.