What are the most popular AI Business stories this year.
Startup AI National Cybersecurity Raises$ 100M and Is Considering Investing$ 1.1B.
A company that makes artificial intelligence for national security has raised$ 100 million, increasing its market value to$ 1.1 billion.
Bain Capital Ventures led the$ 100 million series B funding round for Israeli-based Dream, which also included Group 11, Tru Arrow, Tau Capital, and Aleph.  ,
The business said it intends to use the money to expand its product range and achieve abroad.
Sebastian Kurz, the original Austrian prime minister, serial entrepreneur Shalev Hulio, the NSO Group’s creator, and digital expert Gil Dolev founded Dream.
Apple investing$ 500 billion in AI production in the US.
Over the next four years, has announced it plans to invest more than$ 500 billion in AI and manufacturing in the United States.
To develop data center capacity and establish a new, innovative manufacturing facility in Houston, the funding would be used to build servers that could run Apple Intelligence. Additionally, Apple said it will use it to expand its research and development investments, create an university in Michigan, and increase its funding for the United States Advanced Manufacturing, among other things.  ,
Tim Cook, Apple’s CEO, stated in the announcement,” We are optimistic about the future of American innovation, and we’re proud to build on our long-standing U.S. investments with this$ 500 billion commitment to our country’s future.”  ,
We’re thrilled to increase our support for American fabrication by doubling our funding for advanced manufacturing and developing innovative technology in Texas. And we’ll continue to collaborate with people and businesses across the nation to create a remarkable new chapter in American technology.
Next-Gen Home Humanoid Robot Company Announces
Nova Gamma, a next-generation household humanoid, has been released by the human robot company .
The Gamma series, which was created and engineered by 1X Technologies, is a reincarnation of the company’s Nova Beta humanoid robot for the home. Gamma includes a number of developments, including a new pattern that is “deeply courteous of life at home” and is intended to be a “useful friend.”
In August, 1X, a company supported by OpenAI, unveiled its Neo Beta humanoid human robot.  ,
NEO Gamma’s layout includes communication-enhancing Emotive ear rings, a multipurpose whole-body joystick that makes it able to walk with” a natural individual gait and arm swings, sit down to pick things up from the ground and lay in chairs,” improved manipulation, and improved handling that make it able to pick up a variety of objects in different situations, including environments it hasn’t been trained in.
Smart Tech is a Machine Learning Algorithm that Predicts Mood Changes.
A machine learning algorithm developed by Korean University College of Medicine claims to be able to determine people’s mood changes with 98 % accuracy using simple data from portable devices like smartphones and smartwatches.  ,
Depressed and manic episodes can occur in people with mood disorders like depression and bipolar, which are sometimes brought on by unusual or obstructive sleep patterns.  ,
By checking and understanding their sleep and circadian rhythms, the novel algorithm could help people with mood disorders better control their mood. It can also predict when an episode might start, using only sleep-wake data that wearable devices can easily gather.  ,
Heon-Jeong Lee, the university’s direct researcher and professor of psychiatry, claimed that the algorithm had accurately predicted the day’s episodes of bipolar and hypomanic behavior in patients.  ,
Professionals Create AI Model to Advance Artificial General Intelligence
Researchers have created a new AI concept that mimics nature and searches for patterns in data without the aid of humans. According to its designers at the University of Technology Sydney in Australia, the progress was considerably improve how AI systems learn independently.  ,
The algorithm, known as torque clustering, is said to freely analyze large amounts of data from various fields, including biology, chemistry, and psychology, to extract new insights like trends in disease separately.
The algorithm, according to the Australian researchers, represents a step forward toward really intelligent AI and could change the nature of unsupervised learning. It could help advance the development of public artificial intelligence, a machine that you learn or comprehend any philosophical task a human can perform. This could be particularly helpful for robotics and another autonomous systems because it could aid in their ability to optimize activity, control, and decision-making, according to the researchers.
The majority of AI technologies use controlled teaching techniques that use AI education to include large amounts of data labeled by a man using predetermined values or categories. This information will be used by techniques to make predictions and find connections between the human-set characteristics.  ,