Slow and inefficient query generation from natural language inputs bottlenecks decision-making. This forces analysts and business users to rely heavily on data teams, delaying insights and limiting agility. Text-to-SQL is shifting how we interact with data, enabling users to query structured databases in natural language. This is especially useful when deploying a domain-specific model for…
]]>General-purpose large language models (LLMs) have proven their usefulness across various fields, offering substantial benefits in applications ranging from text generation to complex problem-solving. However, there are circumstances where developing a bespoke language model becomes not just beneficial but essential. This necessity arises particularly in specialized domains characterized by…
]]>Spear phishing is the largest and most costly form of cyber threat, with an estimated 300,000 reported victims in 2021 representing $44 million in reported losses in the United States alone. Business e-mail compromises led to $2.4 billion in costs in 2021, according to the FBI Internet Crime Report. In the period from June 2016 to December 2021, costs related to phishing and spear phishing totaled…
]]>Email became one of the most pervasive, powerful communication tools during the digital revolution. Attempts to defraud users by deceptively posing as legitimate people or institutions through email became so widespread that it got its own name: phishing. Today, with the digital world deeply interwoven in our work and personal lives, phishing remains one of the top three initial infection…
]]>Traditional approaches to finding and stopping threats have ceased to be appropriately effective. One reason is the scope of ways an attacker can enter a system and do damage have proliferated as the interconnections between apps and systems have proliferated. Applying AI to the problem seems like a natural choice but this in some sense broadens the data problem. A typical user may interact…
]]>Predictive maintenance is used for early fault detection, diagnosis, and prediction when maintenance is needed in various industries including oil and gas, manufacturing, and transportation. Equipment is continuously monitored to measure things like sound, vibration, and temperature to alert and report potential issues. To accomplish this in computers, the first step is to determine the root cause…
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