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Deep Learning is a rapidly growing field that has the potential to revolutionize many industries. It is a subset of machine learning that uses neural networks to model and solve complex problems. As a beginner, it can be overwhelming to know where to start learning about this exciting field. In this article, we will provide a chronological list of resources to help you learn deep learning from a complete beginner to an advanced level.

Deep learning is a subfield of machine learning that uses deep neural networks to model and solve complex problems. It is inspired by the structure and function of the human brain and involves training multi-layered neural networks to recognize patterns and make predictions or decisions. The “deep” in deep learning refers to the many layers in these neural networks, which allow them to learn and represent increasingly abstract features of the data. This allows them to perform tasks such as image and speech recognition, natural language processing, and predictive modeling with a high level of accuracy. Deep learning has been used to achieve state-of-the-art performance in a wide range of applications, and has been instrumental in the development of self-driving cars, speech recognition systems, and many other technologies.

There are a few prerequisites that are helpful to have before diving into deep learning:

Generative AI, like OpenAI’s ChatGPT, could completely revamp how digital content is developed, said Nina Schick, adviser, speaker, and A.I. thought leader told Yahoo Finance Live (video above).

“I think we might reach 90% of online content generated by AI by 2025, so this technology is exponential,” she said. “I believe that the majority of digital content is going to start to be produced by AI. You see ChatGPT… but there are a whole plethora of other platforms and applications that are coming up.”

The surge of interest in OpenAI’s DALL-E and ChatGPT has facilitated a wide-ranging public discussion about AI and its expanding role in our world, particularly generative AI.

A pioneer of open access publishing, BMC has an evolving portfolio of high quality peer-reviewed journals including broad interest titles such as BMC Biology and BMC Medicine, specialist journals such as Malaria Journal and Microbiome, and the BMC Series.

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Still, Larsen’s most recent obsession felt different, “longer and more intense than most of his other projects,” she said. For more than a year and a half, Larsen couldn’t stop thinking about a certain math problem.

Then, in November 2021, Granville opened up an email from Larsen, then 17 years old and in his senior year of high school. A paper was attached — and to Granville’s surprise, it looked correct. “It wasn’t the easiest read ever,” he said. “But when I read it, it was quite clear that he wasn’t messing around. He had brilliant ideas.”

Pomerance, who read a later version of the work, agreed. “His proof is really quite advanced,” he said. “It would be a paper that any mathematician would be really proud to have written. And here’s a high school kid writing it.”

Continue reading “Teenager Solves Stubborn Riddle About Prime Number Look-Alikes” »

Why do cells, and by extension humans, age? The answer may have a lot to do with mitochondria, the organelles that supply cells with energy. Though that idea is not new, direct evidence in human cells had been lacking. Until now.

In a study published Jan. 12 in Communications Biology, a team led by Columbia University researchers has discovered that human cells with impaired mitochondria respond by kicking into higher gear and expending more energy. While this adaptation—called hypermetabolism—enhances the cells’ short-term survival, it comes at a high cost: a dramatic increase in the rate at which the cells age.

“The findings were made in cells from patients with rare mitochondrial diseases, yet they may also have relevance for other conditions that affect mitochondria, including neurodegenerative diseases, inflammatory conditions, and infections,” says principal investigator Martin Picard, PhD, associate professor of behavioral medicine (in psychiatry and neurology) at Columbia University Vagelos College of Physicians and Surgeons.

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Bristle Discount Link (Oral Microbiome Quantification):
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Continue reading “Blood Test #7 in 2022: Diet Composition” »

Just over a decade ago, physicist and Nobel laureate Frank Wilczek from MIT wrote a paper musing about the potential properties of a theoretical object he called quantum time crystal. To the surprise of many, over the last few years, those time crystals have been found aplenty both in specific lab experiments and inside common things like children’s toys.

As is often the case, the exact nature of these objects is not widely understood. So let’s tackle this question together: what is a time crystal? First and foremost, let’s define what a crystal is. Let’s consider empty space like a blank sheet of paper extending as far as the eye can see. There is no special point to it because every point is the same.

That’s where the translational symmetry comes in. No point is special – but now let’s imagine that the paper is graphed, like sheets you might have used in math lessons. Now you will have a lot of empty space, but every little while you have lines and corners, etc. That is a repeating regular structure. In your regular crystal, from diamonds to snowflakes, their atoms are organized in repeating patterns like that.

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With the explosive growth of technology, businesses are more vulnerable than ever to malicious cyber attacks. And as cybercriminals become more sophisticated, new methods of attack are popping up left and right.

To add fuel to the fire, the average cost of a data breach increased from $3.86 million to $4.24 million in 2021. That’s costly enough to put most SMBs into the red. Not to mention the reputational damage it can cause for your brand.

When people are in a negative mood, they may be quicker to spot inconsistencies in things they read, a new University of Arizona-led study suggests.

The study, published in Frontiers in Communication, builds on existing research on how the brain processes language.

Vicky Lai, a UArizona assistant professor of psychology and cognitive science, worked with collaborators in the Netherlands to explore how people’s brains react to language when they are in a happy mood versus a negative mood.