Build neural network models in text, vision and advanced analytics using PyTorch About This Book ? Learn PyTorch for implementing cutting-edge deep learning algorithms. ? Train your neural networks for higher speed and flexibility and learn how to implement them in various scenarios; ? Cover various advanced neural network architecture such as ResNet, Inception, DenseNet and more with practical examples; Who This Book Is For This book is for machine learning engineers, data analysts, data scientists interested in deep learning and are looking to explore implementing advanced algorithms in PyTorch. Some knowledge of machine learning is helpful but not a mandatory need. Working knowledge of Python programming is expected. What You Will Learn ? Use PyTorch for GPU-accelerated tensor computations ? Build custom datasets and data loaders for images and test the models using torchvision and torchtext ? Build an image classifier by implementing CNN architectures using PyTorch ? Build systems that do text classification and language modeling using RNN, LSTM, and GRU ? Learn advanced CNN architectures such as ResNet, Inception, Densenet, and learn how to use them for transfer learning ? Learn how to mix multiple models for a powerful ensemble model ? Generate new images using GAN’s and generate artistic images using style transfer In Detail Deep learning powers the most intelligent systems in the world, such as Google Voice, Siri, and Alexa. Advancements in powerful hardware, such as GPUs, software frameworks such as PyTorch, Keras, Tensorflow, and CNTK along with the availability of big data have made it easier to implement solutions to problems in the areas of text, vision, and advanced analytics. This book will get you up and running with one of the most cutting-edge deep learning libraries—PyTorch. PyTorch is grabbing the attention of deep learning researchers and data science professionals due to its accessibility, efficiency and being more native to Python way of development. You'll start off by installing PyTorch, then quickly move on to learn various fundamental blocks that power modern deep learning. You will also learn how to use CNN, RNN, LSTM and other networks to solve real-world problems. This book explains the concepts of various state-of-the-art deep learning architectures, such as ResNet, DenseNet, Inception, and Seq2Seq, without diving deep into the math behind them. You will also learn about GPU computing during the course of the book. You will see how to train a model with PyTorch and dive into complex neural networks such as generative networks for producing text and images. By the end of the book, you'll be able to implement deep learning applications in PyTorch with ease. Style and approach An end-to-end guide that teaches you all about PyTorch and how to implement it in various scenarios.

Highly available microservice-based web apps for Cloud with Java About This Book ? Take advantage of the simplicity of Spring to build a full-fledged application ? Let your applications run faster while generating smaller cloud service bills ? Integrate your application with various tools such as Docker and ElasticSearch and use specific tools in Azure and AWS Who This Book Is For Java developers who want to build secure, resilient, robust and scalable applications that are targeted for cloud based deployment, will find this book helpful. Some knowledge of Java, Spring, web programming and public cloud providers (AWS, Azure) should be sufficient to get you through the book. What You Will Learn ? See the benefits of the cloud environment when it comes to variability, provisioning, and tooling support ? Understand the architecture patterns and considerations when developing on the cloud ? Find out how to perform cloud-native techniques/patterns for request routing, RESTful service creation, Event Sourcing, and more ? Create Docker containers for microservices and set up continuous integration using Jenkins ? Monitor and troubleshoot an application deployed in the cloud environment ? Explore tools such as Docker and Kubernetes for containerization and the ELK stack for log aggregation and visualization ? Use AWS and Azure specific tools to design, develop, deploy, and manage applications ? Migrate from monolithic architectures to a cloud native deployment In Detail Businesses today are evolving so rapidly that they are resorting to the elasticity of the cloud to provide a platform to build and deploy their highly scalable applications. This means developers now are faced with the challenge of building build applications that are native to the cloud. For this, they need to be aware of the environment, tools, and resources they’re coding against. If you’re a Java developer who wants to build secure, resilient, robust, and scalable applications that are targeted for cloud-based deployment, this is the book for you. It will be your one stop guide to building cloud-native applications in Java Spring that are hosted in On-prem or cloud providers - AWS and Azure The book begins by explaining the driving factors for cloud adoption and shows you how cloud deployment is different from regular application deployment on a standard data centre. You will learn about design patterns specific to applications running in the cloud and find out how you can build a microservice in Java Spring using REST APIs You will then take a deep dive into the lifecycle of building, testing, and deploying applications with maximum automation to reduce the deployment cycle time. Gradually, you will move on to configuring the AWS and Azure platforms and working with their APIs to deploy your application. Finally, you’ll take a look at API design concerns and their best practices. You’ll also learn how to migrate an existing monolithic application into distributed cloud native applications. By the end, you will understand how to build and monitor a scalable, resilient, and robust cloud native application that is always available and fault tolerant. Style and approach Filled with examples, this book will build you an entire cloud-native application through its course and will stop at each point and explain in depth the functioning and design considerations that will make a robust, highly available application

Build fast, scalable, and high performing applications with Delphi About This Book ? Build efficient and concurrent applications in Delphi with focused examples ? Identify performance bottlenecks and apply the correct algorithm to increase the performance of applications. ? Delve into parallel programming and memory management to optimize your code Who This Book Is For This book is for Delphi developers who would like to build high performance applications with Delphi. Prior knowledge of Delphi is assumed. What You Will Learn ? Find performance bottlenecks and easily mitigate them ? Discover different approaches to fix algorithms ? Understand parallel programming and work with various tools included with Delphi ? Master the RTL for code optimization ? Explore memory managers and their implementation ? Leverage external libraries to write better performing programs In Detail Delphi is a cross-platform Integrated Development Environment (IDE) that supports rapid application development for Microsoft Windows, Apple Mac OS X, Google Android, iOS, and now Linux with RAD Studio 10.2. This book will be your guide to build efficient high performance applications with Delphi. The book begins by explaining how to find performance bottlenecks and apply the correct algorithm to fix them. It will teach you how to improve your algorithms before taking you through parallel programming. You’ll then explore various tools to build highly concurrent applications. After that, you’ll delve into improving the performance of your code and master cross-platform RTL improvements. Finally, we’ll go through memory management with Delphi and you’ll see how to leverage several external libraries to write better performing programs. By the end of the book, you’ll have the knowledge to create high performance applications with Delphi. Style and approach This book will take a step-by-step approach with focused examples to teach you how to increase the performance of applications.

Take your application development skills to the next level by implementing Spring Boot features effectively About This Book ? This collection of effective recipes serves as guidelines for Spring Boot application development ? Get up to date with features of the latest version of Spring Boot 2.0 ? Tips and tricks to improve your efficiency through the stages of software development Who This Book Is For This book is for Java Developers who have good knowledge and understanding of Spring and Java application development. What You Will Learn ? Get to know Spring Boot Starters and create custom auto-configurations ? Work with custom annotations that enable bean activation ? Use DevTools to easily develop and debug applications ? Learn the effective testing techniques by integrating Cucumber and Spock ? Observe an eternal application configuration using Consul ? Move your existing Spring Boot applications to the cloud ? Use Hashicorp Consul and Netflix Eureka for dynamic Service Discovery ? Understand the various mechanisms that Spring Boot provides to examine an application’s health In Detail The Spring framework provides great flexibility for Java development, which also results in tedious configuration work. Spring Boot addresses the configuration difficulties of Spring and makes it easy to create standalone, production-grade Spring-based applications. This practical guide makes the existing development process more efficient. Spring Boot Cookbook 2.0 Second Edition smartly combines all the skills and expertise to efficiently develop, test, deploy, and monitor applications using Spring Boot on premise and in the cloud. We start with an overview of the important Spring Boot features you will learn to create a web application for a RESTful service. Learn to fine-tune the behavior of a web application by learning about custom routes and asset paths and how to modify routing patterns. Address the requirements of a complex enterprise application and cover the creation of custom Spring Boot starters. This book also includes examples of the new and improved facilities available to create various kinds of tests introduced in Spring Boot 1.4 and 2.0, and gain insights into Spring Boot DevTools. Explore the basics of Spring Boot Cloud modules and various Cloud starters to make applications in “Cloud Native” and take advantage of Service Discovery and Circuit Breakers. Style and approach This practical guide follows a recipe-based approach and provides extremely helpful guidelines to build, configure, and customize your Spring Boot applications.

Discover best practices and troubleshooting solutions when working on ROS About This Book ? Develop complex robotic applications using ROS to interface robot manipulators and mobile robots ? Gain insight into autonomous navigation in mobile robots and motion planning in robot manipulators ? Discover best practices and troubleshooting solutions Who This Book Is For If you are a robotics enthusiast or researcher who want to learn more about building robot applications using ROS, this book is for you. In order to learn from this book, you should have a basic knowledge of ROS, GNU/Linux, and C++ programming concepts. The book is also excellent for programmers who want to explore the advanced features of ROS. What You Will Learn ? Create a robot model with a seven-DOF robotic arm and a differential wheeled mobile robot ? Work with Gazebo and V-REP robotic simulator ? Implement autonomous navigation in differential drive robots using SLAM and AMCL packages ? Explore the ROS Pluginlib, ROS nodelets, and Gazebo plugins ? Interface I/O boards such as Arduino, robot sensors, and high-end actuators ? Simulate and motion plan an ABB and universal arm using ROS Industrial ? Explore the latest version of the ROS framework ? Work with the motion planning of a seven-DOF arm using MoveIt! In Detail In this day and age, robotics has been gaining a lot of traction in various industries where consistency and perfection matter. Automation is achieved via robotic applications and various platforms that support robotics. The Robot Operating System (ROS) is a modular software platform to develop generic robotic applications. This book focuses on the most stable release of ROS (Kinetic Kame), discusses advanced concepts, and effectively teaches you programming using ROS. We begin with aninformative overview of the ROS framework, which will give you a clear idea of how ROS works. During the course of this book, you’ll learn to build models of complex robots, and simulate and interface the robot using the ROS MoveIt! motion planning library and ROS navigation stacks. Learn to leverage several ROS packages to embrace your robot models. After covering robot manipulation and navigation, you’ll get to grips with the interfacing I/O boards, sensors, and actuators of ROS. Vision sensors are a key component of robots, and an entire chapter is dedicated to the vision sensor and image elaboration, its interface in ROS and programming. You’ll also understand the hardware interface and simulation of complex robots to ROS and ROS Industrial. At the end of this book, you’ll discover the best practices to follow when programming using ROS. Style and approach This is a simplified guide to help you learn and master advanced topics in ROS using hands-on examples.

A highly detailed guide to performing powerful attack vectors in many hands-on scenarios and defending significant security flaws in your company's infrastructure About This Book ? Advanced exploitation techniques to breach modern operating systems and complex network devices ? Learn about Docker breakouts, Active Directory delegation, and CRON jobs ? Practical use cases to deliver an intelligent endpoint-protected system Who This Book Is For If you are a system administrator, SOC analyst, penetration tester, or a network engineer and want to take your penetration testing skills and security knowledge to the next level, then this book is for you. Some prior experience with penetration testing tools and knowledge of Linux and Windows command-line syntax is beneficial. What You Will Learn ? Exposure to advanced infrastructure penetration testing techniques and methodologies ? Gain hands-on experience of penetration testing in Linux system vulnerabilities and memory exploitation ? Understand what it takes to break into enterprise networks ? Learn to secure the configuration management environment and continuous delivery pipeline ? Gain an understanding of how to exploit networks and IoT devices ? Discover real-world, post-exploitation techniques and countermeasures In Detail It has always been difficult to gain hands-on experience and a comprehensive understanding of advanced penetration testing techniques and vulnerability assessment and management. This book will be your one-stop solution to compromising complex network devices and modern operating systems. This book provides you with advanced penetration testing techniques that will help you exploit databases, web and application servers, switches or routers, Docker, VLAN, VoIP, and VPN. With this book, you will explore exploitation abilities such as offensive PowerShell tools and techniques, CI servers, database exploitation, Active Directory delegation, kernel exploits, cron jobs, VLAN hopping, and Docker breakouts. Moving on, this book will not only walk you through managing vulnerabilities, but will also teach you how to ensure endpoint protection. Toward the end of this book, you will also discover post-exploitation tips, tools, and methodologies to help your organization build an intelligent security system. By the end of this book, you will have mastered the skills and methodologies needed to breach infrastructures and provide complete endpoint protection for your system. Style and approach Your one-stop guide to mastering the skills and methodologies of breaching infrastructures and providing complete endpoint protection to your system.

Stress is an inevitable part of being lawyer and it can even be a positive force – it can help you push through long hours or meet tough targets. However, when stress becomes excessive, it can be damaging to individuals and to firms, leading to mental and physical sickness, lack of morale or a desire to take on additional responsibility, and worse. The problem is widespread. According to a Law Society survey, 95% of lawyers have some negative stress in their jobs, and 17% say that this is extreme. Lawyers feel overloaded with work, unappreciated, isolated, and unsupported; many complain of unattainable targets, poor pay, and long hours. And while many firms say they have programmes in place that are geared towards improving the wellbeing of staff, 66% of lawyers say they would be concerned about reporting feelings of stress to their employer because of the stigma involved. Nobody wishes to be seen as a weak link in the chain of a professional practice. A solution won’t be found overnight. This book is designed to encourage lawyers and firms to think more about the question of stress, how to recognise it in others and themselves, and how to take action before it becomes excessive. It is written for lawyers everywhere – regardless of location or career level.

Are you interested in learning more about the complex area of structured trade financeStructured Trade Finance (STF) is a highly specialised area of trade finance that has evolved directly from practice. As it grows and becomes more complex in an increasingly risk-based regulatory environment, there is a need for more detailed guidance on the subject. Foundations of Structured Trade Finance will provide you with exactly this. Written by Dr Oramah — President of Afreximbank and a professional who played an important role in the evolution of STF — this report will: Address the philosophical foundations and risks associated with structured trade finance Provide step-by-step guidance on how deals can be structured Outline the scope of coverage outside the confines of commodities Examine real life case studies and draw out lessons that can be learned from these STF has proven itself as an effective instrument for attracting trade finance to those regions that receive limited trade finance and which lag behind in trade and economic performance. Ensure you're aware of the risks associated with it.

Would you like to know how to elicit 40% more information from your witnesses, saving time and moneyWhether you're a solicitor, barrister or legal executive, this comprehensive toolkit will help you master the cognitive interviewing technique. Written by cognitive interviewing expert and trainer to litigators involved in the Bloody Sunday and Shipman inquiries, Geoff Coughlin, this practical guide will teach you how to: Obtain the right information, faster and more efficiently Eliminate the need for re-interviewing Address specific common interview challenges, as identified by solicitors in the field Discover how to uncover lies and deceit based on the latest most reliable indicators Uncover more useful information in less time You'll also gain hints and tips on how to prepare for your witness interview and take notes during it. You'll take away knowledge on how to adapt your communication style for this purpose, and use Neuro-Linguistic Programming (NLP) techniques to decipher memory recall patterns. The problem is widespread. According to a Law Society survey, 95% of lawyers have some negative stress in their jobs, and 17% say that this is extreme. Lawyers feel overloaded with work, unappreciated, isolated, and unsupported; many complain of unattainable targets, poor pay, and long hours. And while many firms say they have programmes in place that are geared towards improving the wellbeing of staff, 66% of lawyers say they would be concerned about reporting feelings of stress to their employer because of the stigma involved. Nobody wishes to be seen as a weak link in the chain of a professional practice. A solution won’t be found overnight. This book is designed to encourage lawyers and firms to think more about the question of stress, how to recognise it in others and themselves, and how to take action before it becomes excessive. It is written for lawyers everywhere – regardless of location or career level.

This Owners Edition Workshop Manual covers the Mercedes-Benz E Class Diesel W210 & W211 Series from 2000 to 2006, fitted with the 1.8, 2.0, 2.6, 2.8, 3.2, 3.5, 4.3 & 5.0 Litre, 111, 112, 113, 271 & 272, with four, six & eight cylinder petrol engine. It has been specially written for the practical owner who wants to maintain a vehicle in first-class condition and carry out the bulk of his or her own servicing and repairs. Comprehensive step-by-step instructions are provided for service and overhaul operations to guide the reader through what might otherwise be unfamiliar and complicated tasks. Numerous drawings are included to amplify the text. With 190 pages, well illustrated.

Mercedes W123 Own Work Man 1976-1986 - The only manual written especially for the owners of both 4- and 6- cylinder engines that powered the 200/230/230E/250/280/280E from 1976-1986. Engines, electrics, transmission, brakes - a complete manual.

On his day, Peter Williams was the best motorcycle road racer in the world and is one of that small band of sportsmen, 'the best never to win a World Championship'. Peter's unique career in the 1960s and 1970s as racer, designer and development engineer culminated in many great victories on bikes from 125cc to 750cc. For two months in 1967 he lead the 500cc class of the World Championship on his single cylinder 500cc MkI Arter Matchless Special against the much more powerful Honda and MV Augusta multis of Mike Hailwood and Giacomo Agostini. Just when he was, perhaps, due for a 'works' ride, the Japanese withdrew from Grand Prix road racing and Peter joined the re-emergent manufacturers of Norton. Peter had two consuming passions; riding his motorcycles at 10/10ths of the limit, and for Britain to regain motorcycle supremacy. Indeed, the latter was his mission, his crusade, and so he rode almost exclusively British motorcycles but, interestingly, won his only Grand Prix on a foreign one. Peter's engineering designs gave him advantage on the race track and set the trends for what motorcycles are today. He was one of the first to design and race with disc brakes, the first in the world to design and use cast magnesium wheels and tubeless tyres. Peter won the 1970 500cc class British Championship and was the first in motorcycle racing to benefit from tobacco sponsorship. The 1973 John Player Norton 'Monocoque' incorporated all his previous experiments and the first twin spar frame. The pinnacle of his career came on this machine when he won the Formula 750 TT in the Isle of Man with record race and lap speeds. Peter's racing career came to an end in 1974 with a terrible crash at Oulton Park but his engineering continued with work at Cosworth Engineering and Lotus Engineering. Motorcycle innovation continues, too, with his true monocoque design, his Shell Chassis, which, in its electric drive form, finished 5th in its very first outing in the 2010 TT Zero.

This do it yourself workshop manual has been specially written for the owner who wishes to maintain his vehicle & carry out the bulk of his own servicing & repairs. There are step by step instructions & many illustrations are given of most dismantling, overhauling & assembling operations. Covers the 356A, 356B & 356C. Sb.

Worldwide #1 bestselling author Wilbur Smith returns to Ancient Egypt in a captivating new novel that will transport you to extraordinary times. EGYPT IS UNDER ATTACK. Pharaoh Tamose lies mortally wounded. The ancient city of Luxor is surrounded, All seems lost. Taita, advisor to the Pharaoh, prepares for the enemy’s final, fatal push. The ex-slave, now general of Tamose’s armies, is never more ingenious than when all hope is dashed. And this is Egypt’s most desperate hour. With the timely arrival of an old ally, the tide is turned and the Egyptian army feasts upon its retreating foe. But upon his victorious return to Luxor, Taita is seized and branded a traitor. Tamose is dead and a poisonous new era has begun. The new Pharaoh has risen — and he must be stopped… From the glittering temples of Luxor to the Citadel of Sparta, PHARAOH is an intense and powerful novel magnificently transporting you to a time of threat, blood and glory. Master storyteller, Wilbur Smith, is at the very peak of his powers.

The world's most famous detective returns in this ingenious, stylish, and altogether delicious mystery from the author of the instant bestseller The Monogram Murders ("I was thrilled" -- Gillian Flynn). "What I intend to say to you will come as a shock..." With these words, Lady Athelinda Playford -- one of the world's most beloved children's authors -- springs a surprise on the lawyer entrusted with her will. As guests arrive for a party at her Irish mansion, Lady Playford has decided to cut off her two children without a penny . . . and leave her vast fortune to someone else: an invalid who has only weeks to live. Among Lady Playford's visitors are two strangers: the famous Belgian detective Hercule Poirot, and Inspector Edward Catchpool of Scotland Yard. Neither knows why he has been invited -- until Poirot begins to wonder if Lady Playford expects a murder. But why does she seem so determined to provoke a killer? And why -- when the crime is committed despite Poirot's best efforts to stop it -- does the identity of the victim make no sense at all? Addictive, ferociously clever, and packed with clues, wit, and murder, Closed Casket is a triumph from the author whose work is "as tricky as anything written by Agatha Christie" (Alexander McCall Smith, The New York Times Book Review).

A thousand-storey tower stretching into the sky. A glittering vision of the future, where anything is possible – if you want it enough. A hundred years in the future, New York's elite of the super-tower lie, backstab and betray each other to find their place at the top of the world. Everyone wants something… and everyone has something to lose. As the privileged inhabitants of the upper floors recklessly navigate the successes and pitfalls of the luxury life, forbidden desires are indulged and carefree lives teeter on the brink of catastrophe. Whilst lower-floor workers are tempted by a world – and unexpected romance – dangling just out of reach. And on the thousandth floor is Avery Fuller, the girl genetically designed to be perfect. The girl who seems to have it all – yet is tormented by the one thing she can never have. So when a young woman falls from the top of the supertower, her death is the culmination of a scandal that has ensnared the top-floor elite and bottom-floor. But who plummeted from the roof And what dark secrets led to her fall Friends will be betrayed and enemies forged as promises are broken. When you’re this high up, there’s nowhere to go but down…

Nevernight is the first in an epic new fantasy series from the New York Times bestselling author, Jay Kristoff. In a land where three suns almost never set, a fledgling killer joins a school of assassins, seeking vengeance against the powers who destroyed her family. Daughter of an executed traitor, Mia Corvere is barely able to escape her father’s failed rebellion with her life. Alone and friendless, she hides in a city built from the bones of a dead god, hunted by the Senate and her father’s former comrades. But her gift for speaking with the shadows leads her to the door of a retired killer, and a future she never imagined. Now, a sixteen year old Mia is apprenticed to the deadliest flock of assassins in the entire Republic ― the Red Church. Treachery and trials await her with the Church’s halls, and to fail is to die. But if she survives to initiation, Mia will be inducted among the chosen of the Lady of Blessed Murder, and one step closer to the only thing she desires. Revenge.

A special film tie-in edition of the heart-warming story about the World’s Worst Dog, adapted from John Grogan’s phenomenally bestselling memoir, Marley and Me. Meet Marley, a yellow furball of a puppy who quickly grows into a large, rowdy Labrador retriever. Marley is always getting into trouble, whether he is stealing underwear, crashing through doors, or drooling on guests, some may say he’s the World’s Worst Dog! But those who know and love Marley accept him as a dog like no other. His heart is pure and his larger-than-life personality irresistible. He brings joy to his family, the Grogans, and teaches them what really matters in life.

A terrifying new standalone psycholgical thriller from the bestselling author of ‘Retribution’ and ‘The Cutting Room’ Special Agent Bobby Dees knows what grief feels like. He understands the pain of losing a child. And he'll do whatever he can to prevent it from happening again. The phone call that comes on a Sunday morning will take him away from his insular world of grief and sleepless nights – and into a far darker place. A young girl, Elaine Emerson, has gone missing and only Dees has a chance of finding her. It seems that Elaine was last seen waiting to meet her boyfriend - a mysterious figure she met secretly online who goes by the name of El Capitan, and whose reality is as cruel and chilling as the worst thing Dees can imagine…

Sound the Cosmic Horn for bestselling author Louise Rennison’s ninth book of the confessions of crazy but loveable teenager Georgia Nicolson! Now that Georgia has finally won over gorgey Masimo, the Italian Stallion, her old friend and lip-nibbling partner Dave the Laugh has popped up again. Will Georgia go to Pizza-a-gogo land to visit dreamy Masimo? Or could her perfect boy be closer than she thinks. A Sex Kitty’s life is never simple… More hilarious confessions from our fave teen drama queen, Georgia Nicolson.

A sinister Gothic tale in the tradition of The Woman in Black and The Fall of the House of Usher 1891. In a remote and crumbling New England mansion, 12-year-old orphan Florence is neglected by her guardian uncle and banned from reading. Left to her own devices she devours books in secret and talks to herself - and narrates this, her story - in a unique language of her own invention. By night, she sleepwalks the corridors like one of the old house's many ghosts and is troubled by a recurrent dream in which a mysterious woman appears to threaten her younger brother Giles. Sometimes Florence doesn't sleepwalk at all, but simply pretends to so she can roam at will and search the house for clues to her own baffling past. After the sudden violent death of the children's first governess, a second teacher, Miss Taylor, arrives, and immediately strange phenomena begin to occur. Florence becomes convinced that the new governess is a vengeful and malevolent spirit who means to do Giles harm. Against this powerful supernatural enemy, and without any adult to whom she can turn for help, Florence must use all her intelligence and ingenuity to both protect her little brother and preserve her private world. Inspired by and in the tradition of Henry James' s The Turn of the Screw, Florence & Giles is a gripping gothic page-turner told in a startlingly different and wonderfully captivating narrative voice.