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Google Introduces AI Model for Precise Weather Forecasting

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With the confirmation of the release of an AI-based weather forecasting model that can anticipate subtle changes in the weather, Google (NASDAQ: GOOGL) is taking a bigger step into the field of artificial intelligence (AI).

Known as the Scalable Ensemble Envelope Diffusion Sampler (SEEDS), Google’s artificial intelligence (AI) model is remarkably similar to other diffusion models and popular large language models (LLMs).

In a paper published in Science Advances, it is stated that SEEDS is capable of producing ensembles of weather forecasts at a scale that surpasses that of conventional forecasting systems. The artificial intelligence system uses probabilistic diffusion models, which are similar to image and video generators like Midjourney and Stable Diffusion.

The announcement said, “We present SEEDS, [a] new AI technology to accelerate and improve weather forecasts using diffusion models.” “Using SEEDS, the computational cost of creating ensemble forecasts and improving the characterization of uncommon or extreme weather events can be significantly reduced.”

Google’s cutting-edge denoising diffusion probabilistic models, which enable it to produce accurate weather forecasts, set SEEDS apart. According to the research paper, SEEDS can generate a large pool of predictions with just one forecast from a reliable numerical weather prediction system.

When compared to weather prediction systems based on physics, SEEDS predictions show better results based on metrics such as root-mean-square error (RMSE), rank histogram, and continuous ranked probability score (CRPS).

In addition to producing better results, the report characterizes the computational cost of the model as “negligible,” meaning it cannot be compared to traditional models. According to Google Research, SEEDS offers the benefits of scalability while covering extreme events like heat waves better than its competitors.

The report stated, “Specifically, by providing samples of weather states exceeding a given threshold for any user-defined diagnostic, our highly scalable generative approach enables the creation of very large ensembles that can characterize very rare events.”

Using Technology to Protect the Environment

Many environmentalists have turned to artificial intelligence (AI) since it became widely available to further their efforts to save the environment. AI models are being used by researchers at Johns Hopkins and the National Oceanic and Atmospheric Administration (NOAA) to forecast weather patterns in an effort to mitigate the effects of pollution.

With its meteorological department eager to use cutting-edge technologies to forecast weather events like flash floods and droughts, India is likewise traveling down the same route. Equipped with cutting-edge advancements, Australia-based nonprofit ClimateForce, in collaboration with NTT Group, says it will employ artificial intelligence (AI) to protect the Daintree rainforest’s ecological equilibrium.

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Apple’s own 5G modem-equipped iPhone SE 4 is “confirmed” to launch in March

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Tom O’Malley, an analyst at Barclays, recently visited Asia with his colleagues to speak with suppliers and makers of electronics. The analysts said they had “confirmed” that a fourth-generation iPhone SE with an Apple-designed 5G modem is scheduled to launch near the end of the first quarter next year in a research note they released this week that outlines the main conclusions from the trip. That timeline implies that the next iPhone SE will be unveiled in March, similar to when the present model was unveiled in 2022, in keeping with earlier rumors.

The rumored features of the fourth-generation iPhone SE include a 6.1-inch OLED display, Face ID, a newer A-series chip, a USB-C port, a single 48-megapixel rear camera, 8GB of RAM to enable Apple Intelligence support, and the previously mentioned Apple-designed 5G modem. The SE is anticipated to have a similar design to the base iPhone 14.

Since 2018, Apple is said to have been developing its own 5G modem for iPhones, a move that will let it lessen and eventually do away with its reliance on Qualcomm. With Qualcomm’s 5G modem supply arrangement for iPhone launches extended through 2026 earlier this year, Apple still has plenty of time to finish switching to its own modem. In addition to the fourth-generation iPhone SE, Apple analyst Ming-Chi Kuo earlier stated that the so-called “iPhone 17 Air” would come with a 5G modem that was created by Apple.

Whether Apple’s initial 5G modem would offer any advantages to consumers over Qualcomm’s modems, such quicker speeds, is uncertain.

Qualcomm was sued by Apple in 2017 for anticompetitive behavior and $1 billion in unpaid royalties. In 2019, Apple purchased the majority of Intel’s smartphone modem business after the two firms reached a settlement in the dispute. Apple was able to support its development by acquiring a portfolio of patents relating to cellular technology. It appears that we will eventually be able to enjoy the results of our effort in four more months.

On March 8, 2022, Apple made the announcement of the third-generation iPhone SE online. With antiquated features like a Touch ID button, a Lightning port, and large bezels surrounding the screen, the handset resembles the iPhone 8. The iPhone SE presently retails for $429 in the United States, but the new model may see a price increase of at least a little.

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Google is said to be discontinuing the Pixel Tablet 2 and may be leaving the market once more

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Google terminated the development of the Pixel Tablet 3 yesterday, according to Android Headlines, even before a second-generation model was announced. The second-generation Pixel Tablet has actually been canceled, according to the report. This means that the gadget that was released last year will likely be a one-off, and Google is abandoning the tablet market for the second time in just over five years.

If accurate, the report indicates that Google has determined that it is not worth investing more money in a follow-up because of the dismal sales of the Pixel Tablet. Rumors of a keyboard accessory and more functionality for the now-defunct project surfaced as recently as last week.

It’s important to keep in mind that Google’s Nest subsidiary may abandon its plans for large-screen products in favor of developing technologies like the Nest Hub and Hub Max rather than standalone tablets.

Google has always had difficulty making a significant impact in the tablet market and creating a competitor that can match Apple’s iPad in terms of sales and general performance, not helped in the least by its inconsistent approach. Even though the hardware was good, it never really fought back after getting off to a promising start with the Nexus 7 eons ago. Another problem that has hampered Google’s efforts is that Android significantly trails iPadOS in terms of the quantity of third-party apps that are tablet-optimized.

After the Pixel Slate received tremendously unfavorable reviews, the firm first declared that it was finished producing tablets in 2019. Two tablets that were still in development at the time were discarded.

By 2022, however, Google had altered its mind and declared that a tablet was being developed by its Pixel hardware team. The $499 Pixel Tablet was the final version of the gadget, which came with a speaker dock that the tablet could magnetically connect to. (Google would subsequently charge $399 for the tablet alone.)

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Windows 11 PCs with Arm Processors now have an Official ISO for Clean Installations

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Power users occasionally prefer to start over when they acquire a new computer, so they follow the pro-gamers’ advice and reinstall Windows using a brand-new ISO image that comes straight from Microsoft and is free of bloatware and needlessly complex “driver management programs.” Up until recently, the new Snapdragon laptops’ more specialized version of Windows 11 didn’t support that.

The Windows 11 build on these new laptops is unusual because of the Arm64-based hardware, which differs from the typical x86 and x64 innards found in most laptops and desktops. Microsoft has finally released a disk image (or ISO file) for these devices after several months of waiting. To perform a direct reinstallation or make a bootable flash drive for a different device, you may now download it straight from Microsoft’s website. It is identical to the installation media utility that is currently available.

Be aware that there may be some glitches if you use this method for a fresh install. Compared to previous designs, the Snapdragon X system-on-a-chip has a lot fewer hardware variables, but because it’s so new, Windows Update might not include all the necessary components. You may need to use an Ethernet connection or the old-fashioned sneakernet to manually load drivers from another computer. You may also need to do some Googling to locate all the files you require for that.

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