Meta researchers build an AI that learns equally well from visual, written or spoken materials - TechCrunch | Canada News Media
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Meta researchers build an AI that learns equally well from visual, written or spoken materials – TechCrunch

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Advances in the AI realm are constantly coming out, but they tend to be limited to a single domain: For instance, a cool new method for producing synthetic speech isn’t also a way to recognize expressions on human faces. Meta (AKA Facebook) researchers are working on something a little more versatile: an AI that can learn capably on its own whether it does so in spoken, written or visual materials.

The traditional way of training an AI model to correctly interpret something is to give it lots and lots (like millions) of labeled examples. A picture of a cat with the cat part labeled, a conversation with the speakers and words transcribed, etc. But that approach is no longer in vogue as researchers found that it was no longer feasible to manually create databases of the sizes needed to train next-gen AIs. Who wants to label 50 million cat pictures? Okay, a few people probably — but who wants to label 50 million pictures of common fruits and vegetables?

Currently some of the most promising AI systems are what are called self-supervised: models that can work from large quantities of unlabeled data, like books or video of people interacting, and build their own structured understanding of what the rules are of the system. For instance, by reading a thousand books it will learn the relative positions of words and ideas about grammatical structure without anyone telling it what objects or articles or commas are — it got it by drawing inferences from lots of examples.

This feels intuitively more like how people learn, which is part of why researchers like it. But the models still tend to be single-modal, and all the work you do to set up a semi-supervised learning system for speech recognition won’t apply at all to image analysis — they’re simply too different. That’s where Facebook/Meta’s latest research, the catchily named data2vec, comes in.

The idea for data2vec was to build an AI framework that would learn in a more abstract way, meaning that starting from scratch, you could give it books to read or images to scan or speech to sound out, and after a bit of training it would learn any of those things. It’s a bit like starting with a single seed, but depending on what plant food you give it, it grows into an daffodil, pansy or tulip.

Testing data2vec after letting it train on various data corpi showed that it was competitive with and even outperformed similarly sized dedicated models for that modality. (That is to say, if the models are all limited to being 100 megabytes, data2vec did better — specialized models would probably still outperform it as they grow.)

“The core idea of this approach is to learn more generally: AI should be able to learn to do many different tasks, including those that are entirely unfamiliar,” wrote the team in a blog post. “We also hope data2vec will bring us closer to a world where computers need very little labeled data in order to accomplish tasks.”

“People experience the world through a combination of sight, sound and words, and systems like this could one day understand the world the way we do,” commented CEO Mark Zuckerberg on the research.

This is still early stage research, so don’t expect the fabled “general AI” to emerge all of a sudden — but having an AI that has a generalized learning structure that works with a variety of domains and data types seems like a better, more elegant solution than the fragmented set of micro-intelligences we get by with today.

The code for data2vec is open source; it and some pretrained models are available here.

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How to Preorder the PlayStation 5 Pro in Canada

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Sony has made it easy for Canadian consumers to preorder the PlayStation 5 Pro in Canada directly from PlayStation’s official website. Here’s how:

  • Visit the Official Website: Go to direct.playstation.com and navigate to the PS5 Pro section once preorders go live on September 26, 2024.
  • Create or Log in to Your PlayStation Account: If you don’t have a PlayStation account, you will need to create one. Existing users can simply log in to proceed.
  • Place Your Preorder: Once logged in, follow the instructions to preorder your PS5 Pro. Ensure you have a valid payment method ready and double-check your shipping information for accuracy.

Preorder Through Major Canadian Retailers

While preordering directly from PlayStation is a popular option, you can also secure your PS5 Pro through trusted Canadian retailers. These retailers are expected to offer preorders on or after September 26:

  • Best Buy Canada
  • Walmart Canada
  • EB Games (GameStop)
  • Amazon Canada
  • The Source

Steps to Preorder via Canadian Retailers:

  • Visit Retailer Websites: Search for “PlayStation 5 Pro” on the website of your preferred retailer starting on September 26.
  • Create or Log in to Your Account: If you’re shopping online, having an account with the retailer can speed up the preorder process.
  • Preorder in Store: For those who prefer in-person shopping, check with local stores regarding availability and preorder policies.

3. Sign Up for Notifications

Many retailers and websites offer the option to sign up for notifications when the preorder goes live. If you’re worried about missing out due to high demand, this can be a useful option.

  • Visit Retailer Sites: Look for a “Notify Me” or “Email Alerts” option and enter your email to stay informed.
  • Use PlayStation Alerts: Sign up for notifications directly through Sony to be one of the first to know when preorders are available.

4. Prepare for High Demand

Preordering the PS5 Pro is expected to be competitive, with high demand likely to result in quick sellouts, just as with the initial release of the original PS5. To maximize your chances of securing a preorder:

  • Act Quickly: Be prepared to place your order as soon as preorders open. Timing is key, as stock can run out within minutes.
  • Double-Check Payment Information: Ensure your credit card or payment method is ready to go. Any delays during the checkout process could result in losing your spot.
  • Stay Informed: Monitor PlayStation and retailer websites for updates on restocks or additional preorder windows.

Final Thoughts

The PlayStation 5 Pro is set to take gaming to the next level with its enhanced performance, graphics, and new features. Canadian gamers should be ready to act fast when preorders open on September 26, 2024, to secure their console ahead of the holiday season. Whether you choose to preorder through PlayStation’s official website or your preferred retailer, following the steps outlined above will help ensure a smooth and successful preorder experience.

For more details on the PS5 Pro and to preorder, visit direct.playstation.com or stay tuned to updates from major Canadian retailers.

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Introducing the PlayStation 5 Pro: The Next Evolution in Gaming

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Since the PlayStation 5 (PS5) launched four years ago, PlayStation has continuously evolved to meet the demands of its players. Today, we are excited to announce the next step in this journey: the PlayStation 5 Pro. Designed for the most dedicated players and game creators, the PS5 Pro brings groundbreaking advancements in gaming hardware, raising the bar for what’s possible.

Key Features of the PS5 Pro

The PS5 Pro comes equipped with several key performance enhancements, addressing the requests of gamers for smoother, higher-quality graphics at a consistent 60 frames per second (FPS). The console’s standout features include:

  • Upgraded GPU: The PS5 Pro’s GPU boasts 67% more Compute Units than the current PS5, combined with 28% faster memory. This allows for up to 45% faster rendering speeds, ensuring a smoother gaming experience.
  • Advanced Ray Tracing: Ray tracing capabilities have been significantly enhanced, with reflections and refractions of light being processed at double or triple the speed of the current PS5, creating more dynamic visuals.
  • AI-Driven Upscaling: Introducing PlayStation Spectral Super Resolution, an AI-based upscaling technology that adds extraordinary detail to images, resulting in sharper image clarity.
  • Backward Compatibility & Game Boost: More than 8,500 PS4 games playable on PS5 Pro will benefit from PS5 Pro Game Boost, stabilizing or enhancing performance. PS4 games will also see improved resolution on select titles.
  • VRR & 8K Support: The PS5 Pro supports Variable Refresh Rate (VRR) and 8K gaming for the ultimate visual experience, while also launching with the latest wireless technology, Wi-Fi 7, in supported regions.

Optimized Games & Patches

Game creators have quickly embraced the new technology that comes with the PS5 Pro. Many games will receive free updates to take full advantage of the console’s new features, labeled as PS5 Pro Enhanced. Some of the highly anticipated titles include:

  • Alan Wake 2
  • Assassin’s Creed: Shadows
  • Demon’s Souls
  • Dragon’s Dogma 2
  • Final Fantasy 7 Rebirth
  • Gran Turismo 7
  • Marvel’s Spider-Man 2
  • Ratchet & Clank: Rift Apart
  • Horizon Forbidden West

These updates will allow players to experience their favorite games at a higher fidelity, taking full advantage of the console’s improved graphics and performance.

 

 

Design & Compatibility

Maintaining consistency within the PS5 family, the PS5 Pro retains the same height and width as the original PS5 model. Players will also have the option to add an Ultra HD Blu-ray Disc Drive or swap console covers when available.

Additionally, the PS5 Pro is fully compatible with all existing PS5 accessories, including the PlayStation VR2, DualSense Edge, Pulse Elite, and Access controller. This ensures seamless integration into your current gaming setup.

Pricing & Availability

The PS5 Pro will be available starting November 7, 2024, at a manufacturer’s suggested retail price (MSRP) of:

  • $699.99 USD
  • $949.99 CAD
  • £699.99 GBP
  • €799.99 EUR
  • ¥119,980 JPY

Each PS5 Pro comes with a 2TB SSD, a DualSense wireless controller, and a copy of Astro’s Playroom pre-installed. Pre-orders begin on September 26, 2024, and the console will be available at participating retailers and directly from PlayStation via direct.playstation.com.

The launch of the PS5 Pro marks a new chapter in PlayStation’s commitment to delivering cutting-edge gaming experiences. Whether players choose the standard PS5 or the PS5 Pro, PlayStation aims to provide the best possible gaming experience for everyone.

Preorder your PS5 Pro and step into the next generation of gaming this holiday season.

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Google Unveils AI-Powered Pixel 9 Lineup Ahead of Apple’s iPhone 16 Release

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Google has launched its next generation of Pixel phones, setting the stage for a head-to-head competition with Apple as both tech giants aim to integrate more advanced artificial intelligence (AI) features into their flagship devices. The unveiling took place near Google’s Mountain View headquarters, marking an early debut for the Pixel 9 lineup, which is designed to showcase the latest advancements in AI technology.

The Pixel 9 series, although a minor player in global smartphone sales, is a crucial platform for Google to demonstrate the cutting-edge capabilities of its Android operating system. With AI at the core of its strategy, Google is positioning the Pixel 9 phones as vessels for the transformative potential of AI, a trend that is expected to revolutionize the way people interact with technology.

Rick Osterloh, Google’s senior vice president overseeing the Pixel phones, emphasized the company’s commitment to AI, stating, “We are obsessed with the idea that AI can make life easier and more productive for people.” This echoes the narrative Apple is likely to push when it unveils its iPhone 16, which is also expected to feature advanced AI capabilities.

The Pixel 9 lineup will be the first to fully integrate Google’s Gemini AI technology, designed to enhance user experience through more natural, conversational interactions. The Gemini assistant, which features 10 different human-like voices, can perform a wide array of tasks, particularly if users allow access to their emails and documents.

In an on-stage demonstration, the Gemini assistant showcased its ability to generate creative ideas and even analyze images, although it did experience some hiccups when asked to identify a concert poster for singer Sabrina Carpenter.

To support these AI-driven features, Google has equipped the Pixel 9 with a special chip that enables many AI processes to be handled directly on the device. This not only improves performance but also enhances user privacy and security by reducing the need to send data to remote servers.

Google’s aggressive push into AI with the Pixel 9 comes as Apple prepares to unveil its iPhone 16, which is expected to feature its own AI advancements. However, Google’s decision to offer a one-year free subscription to its advanced Gemini Assistant, valued at $240, may pressure Apple to reconsider any plans to charge for its AI services.

The standard Pixel 9 will be priced at $800, a $100 increase from last year, while the Pixel 9 Pro will range between $1,000 and $1,100, depending on the model. Google also announced the next iteration of its foldable Pixel phone, priced at $1,800.

In addition to the new Pixel phones, Google also revealed updates to its Pixel Watch and wireless earbuds, directly challenging Apple’s dominance in the wearable tech market. These products, like the Pixel 9, are designed to integrate seamlessly with Google’s AI-driven ecosystem.

Google’s event took place against the backdrop of a significant legal challenge, with a judge recently ruling that its search engine constitutes an illegal monopoly. This ruling could lead to further court proceedings that may force Google to make significant changes to its business practices, potentially impacting its Android software or other key components of its $2 trillion empire.

Despite these legal hurdles, Google is pressing forward with its vision of an AI-powered future, using its latest devices to showcase what it believes will be the next big leap in technology. As the battle for AI supremacy heats up, consumers can expect both Google and Apple to push the boundaries of what their devices can do, making the choice between them more compelling than ever.

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