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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.

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...

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...

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...

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...

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...

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...

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 ...