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The brain has always had a fundamental advantage over conventional computers: it can learn. However, a new generation of artificial intelligence algorithms, in the form of deep neural networks, is rapidly eliminating that advantage. Deep neural networks rely on adaptive algorithms to master a wide variety of tasks, including cancer diagnosis, object recognition, speech recognition, robotic control, chess, poker, backgammon and Go, at super-human levels of performance. In this richly illustrated book, key neural network learning algorithms are explained informally first, followed by detailed mathematical analyses. Topics include both historically important neural networks (e.g. perceptrons), and modern deep neural networks (e.g. generative adversarial networks). Online computer programs, collated from open source repositories, give hands-on experience of neural networks, and PowerPoint slides provide support for teaching. Written in an informal style, with a comprehensive glossary, tutorial appendices (e.g. Bayes' theorem), and a list of further readings, this is an ideal introduction to the algorithmic engines of modern artificial intelligence.

MacBook AirPower. It's in the Air.Our thinnest, lightest notebook, completely transformed by the Apple M1 chip. CPU speeds up to 3.5x faster. GPU speeds up to 5x faster. Our most advanced Neural Engine for up to 9x faster machine learning. The longest battery life ever in a MacBook Air. And a silent, fanless design. This much power has never been this ready to go.Small chip. Giant leap.It's here. Our first chip designed specifically for Mac. Packed with an astonishing 16 billion transistors, the Apple M1 system on a chip (SoC) integrates the CPU, GPU, Neural Engine, I/O, and so much more onto a single tiny chip. With incredible performance, custom technologies, and industry-leading power efficiency, M1 is not just a next step for Mac - it's another level entirely.CPU8-core CPU Devours tasks. Sips battery.M1 has the fastest CPU we've ever made. With that kind of processing speed, MacBook Air can take on new extraordinarily intensive tasks like professional-quality editing and action-packed gaming. But the 8-core CPU on M1 isn't just up to 3.5x faster than the previous generation - it balances high-performance cores with efficiency cores that can still crush everyday jobs while using just a tenth of the power.All-day battery lifeUp to 18 hours of battery life. That's 6 more hours, free of charge.Thermal efficiency• No fan.• No noise.• Just Air.Machine learningUp to 9x faster. Even for a 16-core Neural Engine, that's a lot to process. Apps on MacBook Air can use machine learning (ML) to automatically retouch photos like a pro, make smart tools such as magic wands and audio filters more accurate at auto-detection, and so much more. That's not just brain power - that's the power of a full stack of ML technologies.macOS Big SurThe power of macOS Big Sur on M1.Developed to unlock the potential of the M1 chip, macOS Big Sur transforms Mac with major performance benefits and so much more. Powerful updates for apps. A beautiful new design. Industry-leading privacy features and best-in-class security. It's our most powerful software ever - running on our most advanced hardware yet.Speed and responsivenessThe M1 chip and macOS Big Sur work together to make the entire system snappier. MacBook Air wakes instantly from sleep. Everyday tasks from flipping through photos to browsing Safari are faster. And your hardest-working apps all have access to the power they need.• More power. Wakes instantly.Biggest collection of apps everRun powerful apps built for M1. All your existing apps work thanks to Rosetta 2. And for the first time, you can use your favorite iPhone and iPad apps directly on macOS Big Sur. Altogether you'll have access to the biggest collection of apps ever for Mac.Unified memoryThe do-it-all notebook gets do-the-unbelievable memory. The M1 chip brings superfast unified memory. This single pool of high-bandwidth, low-latency memory allows apps to share data...

Professional-grade PerformancePowered by Intel Core Ultra processors, the compact 13.3" Lenovo ThinkPad X13 Gen 5 laptop taps into AI-assisted productivity like never before. Enjoy optimized performance with workloads pushed to dedicated AI engines, including the low-power neural processing unit (NPU) that enables you to do more, unplugged. Choose the Intel vPro Evo Edition, for multilayer security, professional-grade performance, reliable stability, and complete management for IT.We've Got Your BackThink you can't have peace of mind when it comes to digital security? Well, think again! The ThinkPad X13 Gen 5 laptop offers top-notch protection for your device and data against all kinds of threats. Just touch the power button with its optional nifty integrated fingerprint reader, and you're in - the system fires up in a flash. But it doesn't stop there. Our ThinkShield security boasts layers upon layers of hardware and software protection, from privacy alerts to encrypted files and everything in between. So go ahead, work hard, play harder, and leave the security to us!Boost Your Online CollaborationThe ThinkPad X13 Gen 5 laptop comes with both Dolby Audio and Dolby Voice, which lets you handle your meetings like a pro. The rich and immersive audio makes any environment lively, especially when you dial in to conference calls. With a 5MP camera and the option of adding an infrared camera too, you're sure to look your best and be heard. These audio and video features are particularly designed to elevate video communication and collaboration.Connect With ConfidenceNo matter where your journey takes you, the ThinkPad X13 Gen 5 laptop is your reliable business sidekick, ensuring you stay plugged in. Whether you're tackling work in a busy cafe or streaming your top picks, super-fast internet speeds are at your fingertips. So, it's time to bid farewell to connection troubles and embrace seamless productivity. Enjoy a dependable connection that complements your on-the-go lifestyle, keeping you on top of your game.Mindful of the EnvironmentAt Lenovo, we are committed to sustainability and we take steps to minimize our impact on the environment. The ThinkPad X13 Gen 5 laptop uses 90% recycled magnesium on the keyboard frame and 55% recycled aluminum on the bottom cover. The speaker and battery enclosures are both made from 90% post-consumer content (PCC) recycled plastic. Even the keycaps feature up to 85% PCC, while the AC adapter is crafted with up to 90%. What's more, our packaging is Forest Stewardship Council (FSC)-certified and composed of 100% recycled and/or biobased, and/or sustainably-forested content.Engineered to EndureWe use the US Department of Defense's MIL-STD 810H to create a balance of reliability and durability for ThinkPad laptops. Meeting or exceeding 12 standards, 26 procedures, and 200+ quality checks ensure that these devices run in extreme conditions, including...

Mac mini• New guts.• More glory.The Apple M1 chip takes our most versatile, do-it-all desktop into another dimension. With up to 3x faster CPU performance. Up to 6x faster graphics. And our most advanced Neural Engine for up to 15x faster machine learning. Get ready to work, play, and create on Mac mini with speed and power beyond anything you ever imagined.Small chip. Giant leap.It's here. Our first chip designed specifically for Mac. Packed with an astonishing 16 billion transistors, the Apple M1 system on a chip (SoC) integrates the CPU, GPU, Neural Engine, I/O, and so much more onto a single tiny chip. With incredible performance, custom technologies, and industry-leading power efficiency, M1 is not a next step for Mac - it's another level entirely.CPU8-core CPU Max power, mini footprint.M1 packs astonishing speed and power into Mac mini. The 8-core CPU delivers up to 3x faster processing performance than the previous generation - all while keeping its iconic 7.7-inch-square design.GPUIncredible chip in. Unbelievable graphics out.The 8-core GPU in the M1 chip is the most advanced graphics processor we've ever built, full stop. And it brings the world's fastest integrated graphics in a personal computer to Mac mini, with a gigantic 6x increase in graphics performance. That's an insane amount of power - all in an incredibly compact enclosure.• 8-core GPU• Up to 6x faster graphics performanceMachine learning16-core Neural Engine. It's the brains of the operation. Machine learning (ML) brings task-smashing speed and automation to video analysis, voice recognition, image processing, and more. And the M1 chip brings a 16-core Neural Engine and full stack of ML technologies, transforming Mac mini into an ML powerhouse.• 16-core Neural Engine• Up to 15x faster ML performancemacOS Big SurThe power of macOS Big Sur on M1.Developed to unlock the potential of the M1 chip, macOS Big Sur transforms Mac with major performance benefits and so much more. Powerful updates for apps. A beautiful new design. Industry-leading privacy features and best-in-class security. It's our most powerful software ever - running on our most advanced hardware yet.Speed and responsivenessThe M1 chip and macOS Big Sur work together to make the entire system snappier. Mac mini wakes almost instantly from sleep. Everyday things like flipping through photos and browsing Safari are faster. And your hardest-working apps all have access to the power they need.• More power.• Wakes faster.Biggest collection of apps everRun powerful apps built for M1. All your existing apps work thanks to Rosetta 2. And for the first time, you can use your favorite iPhone and iPad apps directly on macOS Big Sur. Altogether you'll have access to the biggest collection of apps ever for Mac.Compact designThe integration of technologies on the M1 chip allows Mac mini to blow away computers many times its size - taking on...

Quick what sound is the sample with filename asdf_#12C.wav? You may not know, but COSMOS does. COSMOS uses an AI neural networks engine to analyze ...