Generalization to out-of-distribution (OOD) data is one of the central problems in modern machine learning. Recently, there is a surge of attempts to propose algorithms that mainly build upon the idea of extracting invariant features.

Data Science is a coalescence of sundry fields including Statistics, math, Programming, Machine Learning, and domain Erudition with the goal of extracting insights from the data to enable a data-driven decision process, which is the key to business prosperity. Data Scientists accumulate the pertinent business data from sundry internal and external sources, do experiments, and apply sundry statistical techniques to engender vigorous data substratum analytics. They utilize machine learning alimented by data pipelines to provide predictive analytics with a great level of precision. This avails to better understand the business and customers so that they can be accommodated better with a better decision-making process. Why is a Data Science Vocation most desired?

Officials at the Department of Veterans Affairs are looking to increase efficiency and optimize their clinicians' professional capabilities, featuring advanced artificial intelligence and machine learning technologies. In a November presolicitation, the VA seeks to gauge market readiness for advanced healthcare device manufacturing, ranging from prosthetic solutions, surgical instruments, and personalized digital health assistant technology, as well as artificial intelligence and machine learning capabilities. "What we are trying to do is utilize AI and machine learning to remove administrative burden of tasks," she told Nextgov. The technology requested by the department will be tailored to areas where a computer can do a better, more efficient job than a human, and thereby give people back time to complete demanding tasks that require human judgement. Some of these areas the AI and machine learning technology could be implemented include surgical preplanning, manufacturing submissions, and 3D printing, along with injection molding to produce plastic medical devices and other equipment.

Hello everyone, we have updated this article recently, as the offer we shared here earlier has been updated and extended until the end of year 2021 while the supplies last. So, please take a note. Also, we hope you are staying safe from COVID19 and mastering new skills while staying at home. Here's a great news for our learners: The tech giant, IBM is offering Data Science and Artificial Intelligence Programs on Coursera for free for first 30 days until 31st of December 2021 (Updated). Consider looking at this exclusive offer here.

Cognitive technology is going to impact practically everything and it has glimpses of future that we have probably not even dreamt of. If you want to know more about what Cognition is all about and the context around it, click here to read my previous blog about it. You can read all about Internet of Things, Artificial Intelligence and other terms which we are going to use here frequently. Getting back to the significant impact of Cognitive on various industries – none of them is going to remain untouched. One of the prime industries that are going to simply metamorphose will be that of retail.

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India has two contrast images when it comes to the healthcare sector. While one faction is able to avail the advancement of technologies in the healthcare space, another faction can at the most only avail the basic healthcare treatments. But this spectrum is altering now. Starting from making the basic healthcare services available to the needy, several innovative technologies are disrupting the space and taking them to an altogether different standard. The private healthcare sector in close association with startups has been seeing the innovation that has amazed everyone and spend the industry up. The feather in the hat that the sector could earn from its tech innovation is the implementation of Artificial Intelligence (AI) to treat patients suffering from Cancer.