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Utilize this easy-to-follow beginner's guide to understand how deep learning can be applied to the task of anomaly detection. Using Keras and PyTorch in Python, the book focuses on how various deep learning models can be applied to semi-supervised and unsupervised anomaly detection tasks.This book begins with an explanation of what anomaly detection is, what it is used for, and its importance. After covering statistical and traditional machine learning methods for anomaly detection using Scikit-Learn in Python, the book then provides an introduction to deep learning with details on how to build and train a deep learning model in both Keras and PyTorch before shifting the focus to applications of the following deep learning models to anomaly detection: various types of Autoencoders, Restricted Boltzmann Machines, RNNs & LSTMs, and Temporal Convolutional Networks. The book explores unsupervised and semi-supervised anomaly detection along with the basics of time series-based anomaly detection.By the end of the book you will have a thorough understanding of the basic task of anomaly detection as well as an assortment of methods to approach anomaly detection, ranging from traditional methods to deep learning. Additionally, you are introduced to Scikit-Learn and are able to create deep learning models in Keras and PyTorch.What You Will LearnUnderstand what anomaly detection is and why it is important in today's worldBecome familiar with statistical and traditional machine learning approaches to anomaly detection using Scikit-LearnKnow the basics of deep learning in Python using Keras and PyTorchBe aware of basic data science concepts for measuring a model's performance: understand what AUC is, what precision and recall mean, and moreApply deep learning to semi-supervised and unsupervised anomaly detectionWho This Book Is ForData scientists and machine learning engineers interested in learning the basics of deep learning applications in anomaly detection

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Utilize this easy-to-follow beginner's guide to understand how deep learning can be applied to the task of anomaly detection. Using Keras and PyTorch in Python, the book focuses on how various deep learning models can be applied to semi-supervised and unsupervised anomaly detection tasks.This book begins with an explanation of what anomaly detection is, what it is used for, and its importance. After covering statistical and traditional machine learning methods for anomaly detection using Scikit-Learn in Python, the book then provides an introduction to deep learning with details on how to build and train a deep learning model in both Keras and PyTorch before shifting the focus to applications of the following deep learning models to anomaly detection: various types of Autoencoders, Restricted Boltzmann Machines, RNNs & LSTMs, and Temporal Convolutional Networks. The book explores unsupervised and semi-supervised anomaly detection along with the basics of time series-based anomaly detection.By the end of the book you will have a thorough understanding of the basic task of anomaly detection as well as an assortment of methods to approach anomaly detection, ranging from traditional methods to deep learning. Additionally, you are introduced to Scikit-Learn and are able to create deep learning models in Keras and PyTorch.What You Will LearnUnderstand what anomaly detection is and why it is important in today's worldBecome familiar with statistical and traditional machine learning approaches to anomaly detection using Scikit-LearnKnow the basics of deep learning in Python using Keras and PyTorchBe aware of basic data science concepts for measuring a model's performance: understand what AUC is, what precision and recall mean, and moreApply deep learning to semi-supervised and unsupervised anomaly detectionWho This Book Is ForData scientists and machine learning engineers interested in learning the basics of deep learning applications in anomaly detection

Over the past decade, use of hyperspectral imagery has been intensively investigated for agricultural product inspection, since it introduces a new noninvasive machine-vision method that gives a very accurate inspection rate. The spectral information in hyperspectral data uniquely characterizes and identifies the chemical and/or physical properties of the constituent parts of an agricultural product that are useful for product inspection. One of the main problems in using these high-dimensional data is that there are often not enough training samples. This book, therefore, provides novel feature selection algorithms to effectively reduce the dimensionality of hyperspectral data. Experimental results comparing the proposed algorithms to other well-known feature selection algorithms are presented for two case studies in chicken carcass inspection. This book provides insightful discussions on feature selection for hyperspectral data for specific food safety applications and should be especially useful to engineers and scientists who are interested in pattern recognition, hyperspectral data processing, food safety research, and data mining.

Book is in Used-VeryGood condition. Pages and cover are clean and intact. Used items may not include supplementary materials such as CDs or access codes. May show signs of minor shelf wear and contain very limited notes and highlighting. 1.45

Unread book in perfect condition.

Over the past decade, use of hyperspectral imagery has been intensively investigated for agricultural product inspection, since it introduces a new noninvasive machine-vision method that gives a very accurate inspection rate. The spectral information in hyperspectral data uniquely characterizes and identifies the chemical and/or physical properties of the constituent parts of an agricultural product that are useful for product inspection. One of the main problems in using these high-dimensional data is that there are often not enough training samples. This book, therefore, provides novel feature selection algorithms to effectively reduce the dimensionality of hyperspectral data. Experimental results comparing the proposed algorithms to other well-known feature selection algorithms are presented for two case studies in chicken carcass inspection. This book provides insightful discussions on feature selection for hyperspectral data for specific food safety applications and should be especially useful to engineers and scientists who are interested in pattern recognition, hyperspectral data processing, food safety research, and data mining.

New! This book is in the same immaculate condition as when it was published 1.45

This book is in good condition. The cover has minor creases or bends. The binding is tight and pages are intact. Some pages may have writing or highlighting.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedented control of your Leviton Load Center, allowing circuits to be turned off and on remotely or via a predefined schedule in the my Leviton app. Combined with real-time energy consumption data, historical graphs, anomaly detection, notifications and remote firmware updates, Leviton 2nd Gen. Smart Circuit Breakers are the smart solution for your home's electrical system. For applications with Automatic Transfer Switches, Leviton 2nd Gen Smart Circuit. Breakers with Remote Control can be configured as either essential or nonessential. When backup generator power becomes active, an automated response will shed any loads configured as nonessential. Controlling high-current loads with 2nd Gen Smart Circuit Breakers can eliminate the need for a secondary Essential Loads Panel when a Leviton Load Center is powered by a compatible generator. Remotely scheduling and controlling circuits with 2nd Gen. Smart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money. Setup a schedule to turn OFF your hot water heater at night or remotely turn off the circuit connected to your high current pump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedented control of your Leviton Load Center, allowing circuits to be turned OFF and ON remotely, or via a predefined schedule in the My Leviton app. Combined with real-time energy consumption data, historical graphs, anomaly detection, notifications, and remote firmware updates, Leviton 2nd Gen Smart Circuit Breakers are the smart solution for your home's electrical system. For applications with Automatic Transfer Switches, Leviton 2nd Gen Smart Circuit Breakers with Remote Control can be configured as either essential or nonessential. When backup generator power becomes active, an automated response will shed any loads configured as nonessential. Controlling high-current loads with 2nd Gen Smart Circuit Breakers can eliminate the need for a secondary Essential Loads Panel when a Leviton Load Center is powered by a compatible generator. Remotely scheduling and controlling circuits with 2nd Gen Smart Circuit Breakers gives homeowners a simple and effective way to prevent unnecessary usage and save money. Setup a schedule to turn OFF your hot water heater at night, or remotely turn off the circuit connected to your high current pump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedentedcontrol of your Leviton Load Center, allowing circuits to beturned OFF and ON remotely, or via a predefined schedulein the My Leviton app. Combined with real-time energyconsumption data, historical graphs, anomaly detection,notifications, and remote firmware updates, Leviton 2nd GenSmart Circuit Breakers are the smart solution for your home'selectrical system.For applications with Automatic Transfer Switches, Leviton2nd Gen Smart Circuit Breakers with Remote Control can beconfigured as either essential or nonessential.* When backupgenerator power becomes active, an automated responsewill shed any loads configured as nonessential. Controllinghigh-current loads with 2nd Gen Smart Circuit Breakers caneliminate the need for a secondary Essential Loads Panelwhen a Leviton Load Center is powered by a compatiblegenerator.Remotely scheduling and controlling circuits with 2nd GenSmart Circuit Breakers gives homeowners a simple andeffective way to prevent unnecessary usage and save money.Setup a schedule to turn OFF your hot water heater at night,or remotely turn off the circuit connected to your high currentpump while on vacation.

Leviton 2nd Gen Smart Circuit Breakers provide unprecedented control of your Leviton Load Center, allowing circuits to be turned OFF and ON remotely, or via a predefined schedule in the My Leviton app. Combined with real-time energy consumption data, historical graphs, anomaly detection, notifications, and remote firmware updates, Leviton 2nd Gen Smart Circuit Breakers are the smart solution for your home's electrical system. For applications with Automatic Transfer Switches, Leviton 2nd Gen Smart Circuit Breakers with Remote Control can be configured as either essential or nonessential. When backup generator power becomes active, an automated response will shed any loads configured as nonessential. Controlling high-current loads with 2nd Gen Smart Circuit Breakers can eliminate the need for a secondary Essential Loads Panel when a Leviton Load Center is powered by a compatible generator. Remotely scheduling and controlling circuits with 2nd Gen Smart Circuit Breakers gives homeowners a simple and effective way to prevent unnecessary usage and save money. Setup a schedule to turn OFF your hot water heater at night, or remotely turn off the circuit connected to your high current pump while on vacation.