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Tag Archives | machine learning

machine-learning-models

Four Reasons Machine Learning Models Fail and How to Fix Them

Machine learning is a branch of artificial intelligence (AI) in which algorithms are trained to get better at solving problems on their own, similar to the functionality of a human brain. While organizations are rapidly adapting machine learning to enhance their business operations, many are failing to build machine learning models that work.  Why do […]

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Four Ways to Build MLOps that Avoid “Data Drift” in Machine Learning

Organizations are increasingly adopting machine learning, a type of artificial intelligence that allows software applications to get better at predicting outcomes on their own. While these models can help businesses make better decisions, they have a major weakness. Once the data that support machine learning models become outdated, so too do the models—a problem known […]

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Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.

Recommendations for Developing Machine Learning Operations (MLOps) 

Algorithms that automatically learn and improve decision-making without additional training use a process known as machine learning (ML), a field that represents a rapidly developing branch of artificial intelligence (AI). By 2022, the ML market is expected to skyrocket to USD $8.81 billion (up from about USD $1 billion five years ago).  Powered by data, ML […]

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machine-learning-questions

Four Machine Learning Questions Organizations Should Ask

Machine learning can deliver major benefits for organizations looking to scale their operations, especially those who continue to experience disruptions from the COVID-19 pandemic. However, there are plenty of challenges that come along with implementing this type of artificial intelligence. Before organizations jump headfirst, there are four major machine learning questions they should consider. 1) […]

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causal inference machine learning

What is ‘Causal Inference’ and Why is it Key to Machine Learning?

Unlike human beings, machine learning algorithms are bad at determining what’s known as ‘causal inference,’ the process of understanding the independent, actual effect of a certain phenomenon that is happening within a larger system. For example, a human watching a golfer swing a golf club intuitively understands that the golfer’s arms are causing the club […]

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Is “Liquid Learning” the Next Revolution in Machine Learning? 

A new type of machine learning known as “liquid learning” can rapidly adapt to changes in its data stream and environment, rather than only learning while it’s being trained. Developed by MIT researchers, the technology represents a potential major breakthrough in artificial intelligence (AI).  Liquid learning utilizes algorithms that can transform their underlying equations, which […]

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machine-learning-vs.-deep-learning

Machine Learning vs. Deep Learning: What’s the Difference?

In recent years, artificial intelligence (AI) applications have exploded in popularity. A few examples include text editors, facial recognition systems, digital assistants, and much more. Simply put, AI is the ability for machines to perform tasks that require a certain level of intelligence. As an overarching branch of computer science, AI contains a number of […]

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machine-learning-weakness

Machine Learning Boasts Big Promises, But Still Contains a Major Weakness

Recently, MIT researchers used machine learning—computer algorithms that automatically learn and get better over time—to predict that a number of COVID-19 vaccines currently in development may not adequately protect people of Black and Asian descent. In a study published in late November, the researchers say their machine learning models predicted the likelihood of vaccines properly […]

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deep-learning-IoT-healthcare

Will Deep Learning Accelerate the Spread of IoT?

With over 55 million people infected with COVID-19 worldwide, hospitals are under enormous strain, and remote care is needed more than ever. To meet the growing demand, the European Commission has created an (EUR) $8 million project called “IntellIoT”. It is one of several projects that will use Internet of Things (IoT) technology to boost […]

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artificial-intelligence-ai-learning

Can Artificial Intelligence (AI) Learn?

Is artificial intelligence (AI) capable of flexible learning? Humans have the ability to learn from their situations and environments. In order for AI to do the same, it must first completely understand the learning process. Unlike humans, AI has computational power that allows it to process copious amounts of data. As AI’s tasks continue to […]

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