Build efficient data flow and machine learning programs with this flexible, multi-functional open-source cluster-computing framework Key Features *Master the art of real-time big data processing and machine learning *Explore a wide range of use-cases to analyze large data *Discover ways to optimize your work by using many features of Spark 2.x and Scala Book Description Apache Spark is an in-memory, cluster-based data processing system that provides a wide range of functionalities such as big data processing, analytics, machine learning, and more. With this Learning Path, you can take your knowledge of Apache Spark to the next level by learning how to expand Spark's functionality and building your own data flow and machine learning programs on this platform. You will work with the different modules in Apache Spark, such as interactive querying with Spark SQL, using DataFrames and datasets, implementing streaming analytics with Spark Streaming, and applying machine learning and deep learning techniques on Spark using MLlib and various external tools. By the end of this elaborately designed Learning Path, you will have all the knowledge you need to master Apache Spark, and build your own big data processing and analytics pipeline quickly and without any hassle. This Learning Path includes content from the following Packt products: *Mastering Apache Spark 2.x by Romeo Kienzler *Scala and Spark for Big Data Analytics by Md. Rezaul Karim, Sridhar Alla *Apache Spark 2.x Machine Learning Cookbook by Siamak Amirghodsi, Meenakshi Rajendran, Broderick Hall, Shuen MeiCookbook What you will learn *Get to grips with all the features of Apache Spark 2.x *Perform highly optimized real-time big data processing *Use ML and DL techniques with Spark MLlib and third-party tools *Analyze structured and unstructured data using SparkSQL and GraphX *Understand tuning, debugging, and monitoring of big data applications *Build scalable and fault-tolerant streaming applications *Develop scalable recommendation engines Who this book is for If you are an intermediate-level Spark developer looking to master the advanced capabilities and use-cases of Apache Spark 2.x, this Learning Path is ideal for you. Big data professionals who want to learn how to integrate and use the features of Apache Spark and build a strong big data pipeline will also find this Learning Path useful. To grasp the concepts explained in this Learning Path, you must know the fundamentals of Apache Spark and Scala.

A practical guide to testing your infrastructure security with Kali Linux, the preferred choice of pentesters and hackers Key Features * Employ advanced pentesting techniques with Kali Linux to build highly secured systems * Discover various stealth techniques to remain undetected and defeat modern infrastructures * Explore red teaming techniques to exploit secured environment Book Description This book takes you, as a tester or security practitioner, through the reconnaissance, vulnerability assessment, exploitation, privilege escalation, and post-exploitation activities used by pentesters. To start with, you'll use a laboratory environment to validate tools and techniques, along with an application that supports a collaborative approach for pentesting. You'll then progress to passive reconnaissance with open source intelligence and active reconnaissance of the external and internal infrastructure. You'll also focus on how to select, use, customize, and interpret the results from different vulnerability scanners, followed by examining specific routes to the target, which include bypassing physical security and the exfiltration of data using a variety of techniques. You'll discover concepts such as social engineering, attacking wireless networks, web services, and embedded devices. Once you are confident with these topics, you'll learn the practical aspects of attacking user client systems by backdooring with fileless techniques, followed by focusing on the most vulnerable part of the network – directly attacking the end user. By the end of this book, you'll have explored approaches for carrying out advanced pentesting in tightly secured environments, understood pentesting and hacking techniques employed on embedded peripheral devices. What you will learn * Configure the most effective Kali Linux tools to test infrastructure security * Employ stealth to avoid detection in the infrastructure being tested * Recognize when stealth attacks are being used against your infrastructure * Exploit networks and data systems using wired and wireless networks as well as web services * Identify and download valuable data from target systems * Maintain access to compromised systems * Use social engineering to compromise the weakest part of the network - the end users Who this book is for This third edition of Mastering Kali Linux for Advanced Penetration Testing is for you if you are a security analyst, pentester, ethical hacker, IT professional, or security consultant wanting to maximize the success of your infrastructure testing using some of the advanced features of Kali Linux. Prior exposure of penetration testing and ethical hacking basics will be helpful in making the most out of this book.

Build smarter systems by combining artificial intelligence and the Internet of Things—two of the most talked about topics today Key Features * Leverage the power of Python libraries such as TensorFlow and Keras to work with real-time IoT data * Process IoT data and predict outcomes in real time to build smart IoT models * Cover practical case studies on industrial IoT, smart cities, and home automation Book Description There are many applications that use data science and analytics to gain insights from terabytes of data. These apps, however, do not address the challenge of continually discovering patterns for IoT data. In Hands-On Artificial Intelligence for IoT, we cover various aspects of artificial intelligence (AI) and its implementation to make your IoT solutions smarter. This book starts by covering the process of gathering and preprocessing IoT data gathered from distributed sources. You will learn different AI techniques such as machine learning, deep learning, reinforcement learning, and natural language processing to build smart IoT systems. You will also leverage the power of AI to handle real-time data coming from wearable devices. As you progress through the book, techniques for building models that work with different kinds of data generated and consumed by IoT devices such as time series, images, and audio will be covered. Useful case studies on four major application areas of IoT solutions are a key focal point of this book. In the concluding chapters, you will leverage the power of widely used Python libraries, TensorFlow and Keras, to build different kinds of smart AI models. By the end of this book, you will be able to build smart AI-powered IoT apps with confidence. What you will learn * Apply different AI techniques including machine learning and deep learning using TensorFlow and Keras * Access and process data from various distributed sources * Perform supervised and unsupervised machine learning for IoT data * Implement distributed processing of IoT data over Apache Spark using the MLLib and H2O.ai platforms * Forecast time-series data using deep learning methods * Implementing AI from case studies in Personal IoT, Industrial IoT, and Smart Cities * Gain unique insights from data obtained from wearable devices and smart devices Who this book is for If you are a data science professional or a machine learning developer looking to build smart systems for IoT, Hands-On Artificial Intelligence for IoT is for you. If you want to learn how popular artificial intelligence (AI) techniques can be used in the Internet of Things domain, this book will also be of benefit. A basic understanding of machine learning concepts will be required to get the best out of this book.

Achieve improved network programmability and automation by leveraging powerful network programming concepts, algorithms, and tools Key Features * Deal with remote network servers using SSH, FTP, SNMP and LDAP protocols. * Design multi threaded and event-driven architectures for asynchronous servers programming. * Leverage your Python programming skills to build powerful network applications Book Description Network programming has always been a demanding task. With full-featured and well-documented libraries all the way up the stack, Python makes network programming the enjoyable experience it should be. Starting with a walk through of today's major networking protocols, through this book, you'll learn how to employ Python for network programming, how to request and retrieve web resources, and how to extract data in major formats over the web. You will utilize Python for emailing using different protocols, and you'll interact with remote systems and IP and DNS networking. You will cover the connection of networking devices and configuration using Python 3.7, along with cloud-based network management tasks using Python. As the book progresses, socket programming will be covered, followed by how to design servers, and the pros and cons of multithreaded and event-driven architectures. You'll develop practical clientside applications, including web API clients, email clients, SSH, and FTP. These applications will also be implemented through existing web application frameworks. What you will learn * Execute Python modules on networking tools * Automate tasks regarding the analysis and extraction of information from a network * Get to grips with asynchronous programming modules available in Python * Get to grips with IP address manipulation modules using Python programming * Understand the main frameworks available in Python that are focused on web application * Manipulate IP addresses and perform CIDR calculations Who this book is for If you're a Python developer or a system administrator with Python experience and you're looking to take your first steps in network programming, then this book is for you. If you're a network engineer or a network professional aiming to be more productive and efficient in networking programmability and automation then this book would serve as a useful resource. Basic knowledge of Python is assumed.

Build real-world projects like a smart contract deployment platform, betting apps, wallet services, and much more using blockchain Key Features *Apply blockchain principles and features for making your life and business better *Understand Ethereum for smart contracts and DApp deployment *Tackle current and future challenges and problems relating to blockchain Book Description Blockchain applications provide a single-shared ledger to eliminate trust issues involving multiple stakeholders. It is the main technical innovation of Bitcoin, where it serves as the public ledger for Bitcoin transactions. Blockchain Developer's Guide takes you through the electrifying world of blockchain technology. It begins with the basic design of a blockchain and elaborates concepts, such as Initial Coin Offerings (ICOs), tokens, smart contracts, and other related terminologies. You will then explore the components of Ethereum, such as Ether tokens, transactions, and smart contracts that you need to build simple DApps. Blockchain Developer's Guide also explains why you must specifically use Solidity for Ethereum-based projects and lets you explore different blockchains with easy-to-follow examples. You will learn a wide range of concepts - beginning with cryptography in cryptocurrencies and including ether security, mining, and smart contracts. You will learn how to use web sockets and various API services for Ethereum. By the end of this Learning Path, you will be able to build efficient decentralized applications. This Learning Path includes content from the following Packt products: *Blockchain Quick Reference by Brenn Hill, Samanyu Chopra, Paul Valencourt *Building Blockchain Projects by Narayan Prusty What you will learn *Understand how various components of the blockchain architecture work *Get familiar with cryptography and the mechanics behind blockchain *Apply consensus protocol to determine the business sustainability *Understand what ICOs and crypto-mining are, and how they work Who this book is for Blockchain Developer's Guide is for you if you want to get to grips with the blockchain technology and develop your own distributed applications. It is also designed for those who want to polish their existing knowledge regarding the various pillars of the blockchain ecosystem. Prior exposure to an object-oriented programming language such as JavaScript is needed.

Effectively implement features and components for any computing environment Key Features *Explore the latest features of VMware Horizon 7.7 *Virtualize your desktop infrastructure using new features introduced in Horizon *Implement App Volumes and User Environment Manager in your infrastructure Book Description This third edition of Implementing VMware Horizon 7.7 has been updated to get you up to speed with VMware Horizon 7.7 by showing you how to use its key features and deploying an end-user computing infrastructure for your own organization. The book begins by guiding you on how to deploy all the core requirements for a VMware Horizon infrastructure. It then moves on to show you how to provision and administer end-user computing resources using VMware Horizon. You’ll not only be able to deploy the core VMware Horizon features, but you’ll also be able to implement new features, such as the Just-in-Time Management Platform (JMP) and the Horizon Console. You’ll also focus on the latest features and components of the Horizon platform and learn when and how they are used. By the end of the book, you will have developed a solid understanding of how your organization can benefit from the capabilities VMware Horizon offers and how each of its components is implemented. What you will learn *Work with the different products that make up VMware Horizon *Implement a multi-site VMware Horizon Pod using the Cloud Pod Architecture feature *Deploy and configure VMware Horizon’s optional components *Implement and maintain Microsoft RDSH, Horizon Linux, and Windows Desktop Pools and RDSH Application Pools *Configure and manage Horizon remotely using PowerCLI *Learn about the Microsoft Windows Group Policy templates for Horizon *Understand how to manage the SSL certificates for each of the VMware Horizon components Who this book is for If you’re a system administrator, solutions architect, or desktop engineer looking to level up your skills working with VMware's Horizon ecosystem and want to build a successful deployment strategy for desktops and applications, this book is for you.

Become an expert at managing enterprise identity infrastructure by leveraging Active Directory Key Features * Explore the new features in Active Directory Domain Service * Manage your Active Directory services for Windows Server 2016 effectively * Automate administrative tasks in Active Directory using PowerShell Core 6.x Book Description Active Directory (AD) is a centralized and standardized system that automates networked management of user data, security, and distributed resources and enables inter-operation with other directories. This book will first help you brush up on the AD architecture and fundamentals, before guiding you through core components, such as sites, trust relationships, objects, and attributes. You will then explore AD schemas, LDAP, RMS, and security best practices to understand objects and components and how they can be used effectively. Next, the book will provide extensive coverage of AD Domain Services and Federation Services for Windows Server 2016, and help you explore their new features. Furthermore, you will learn to manage your identity infrastructure for a hybrid cloud setup. All this will help you design, plan, deploy, manage operations, and troubleshoot your enterprise identity infrastructure in a secure and effective manner. You’ll later discover Azure AD Module, and learn to automate administrative tasks using PowerShell cmdlets. All along, this updated second edition will cover content based on the latest version of Active Directory, PowerShell 5.1 and LDAP. By the end of this book, you’ll be well versed with best practices and troubleshooting techniques for improving security and performance in identity infrastructures. What you will learn * Design your Hybrid AD environment by evaluating business and technology requirements * Protect sensitive data in a hybrid environment using Azure Information Protection * Explore advanced functionalities of the schema * Learn about Flexible Single Master Operation (FSMO) roles and their placement * Install and migrate Active Directory from older versions to Active Directory 2016 * Control users, groups, and devices effectively * Design your OU structure in the most effective way * Integrate Azure AD with Active Directory Domain Services for a hybrid setup Who this book is for If you are an Active Directory administrator, system administrator, or network professional who has basic knowledge of Active Directory and is looking to become an expert in this topic, this book is for you.

Bringing together three favourite novels about Paddington, the beloved, classic bear from Darkest Peru. Book 1 - A Bear Called Paddington: Paddington Bear travels all the way from Darkest Peru and meets the Brown family on Paddington station for the first time. Since then the Browns’ lives have never been quite the same… for ordinary things become quite extraordinary when a bear called Paddington is around. Book 2 - More About Paddington: Whether he is attempting home decorating, detective work or photography, Paddington always causes his own special brand of chaos! Book 3 - Paddington Helps Out Somehow, trouble comes naturally to Paddington. What other bear could catch a fish in his hat, or cause havoc in the Browns’ kitchen just trying to be helpful? Paddington Bear has been delighting adults and children alike with his earnest good intentions and humorous misadventures for over fifty years.

Jason and Whit Fireson, the notorious, bank-robbing duo known as the Firefly Brothers, wake to find themselves lying on cooling boards in a police morgue. Riddled with bullet wounds, the reality is inescapable: they've been killed. But they're alive. It is August of 1934, in the midst of the Great Depression but in the waning months of the great Crime Wave, during which the newly-created FBI killed such famous outlaws as John Dillinger, Baby Face Nelson, and Pretty Boy Floyd. Across the nation, men are out of work and families are starving, and Americans are stunned and frightened by the collapse of their country's foundations. The Firesons' lovers Darcy and Veronica struggle between grief and an unyielding belief that Jason and Whit have survived, while their stunned mother and straight-arrow third brother desperately try to support their family and evade police spies. And through it all the Firefly Brothers themselves race to find the women they love, and make sense of a world that has come unmoored. Complete with kidnappings and gangsters, heiresses and speakeasies, The Many Deaths of the Firefly Brothers combines the stark realism of a troubled time with all the myth-making magic of the American Dream itself. It is an imaginative and breathless story about being hopelessly outgunned – and tells a tale of danger, redemption, and love that transcends death.

Deadly Seven is a combination of monologues and ‘light’ script engagement of a psychologist with her seven clients, who each represent a deadly sin. Once the psychologist realises she lacks control over each of her clients’ lives, she decides to put an end to their madness. All characters represent an obsession which ultimately destroys them; leading to their deaths.

"Reportajele din aceast? carte vorbesc despre aspecte din istoria recent?, cum ar fi migra?ia, corup?ia, via?a ?n penitenciare sau problemele minorit??ilor, ?nchiderea spitalelor sau stresul care schimb? vie?i, crizele din s?n?tate, pove?ti ale unor oameni obi?nui?i, care fac lucruri speciale. Reg?sim, ?ns?, ?i pove?ti de demult, cum e cazul reportajelor despre lupt?torii anticomuni?ti din mun?i, despre tezaurul de la Pietroasele sau istoriile din satele s?se?ti. Reportajele surprind realit??i dintr-o Rom?nie aflat? ?n continu? schimbare, cu enorme discrepan?e. Sunt ca o fotografie a realit??ii. Cine le cite?te afl? cum se tr?ia sau cum se tr?ie?te ?n anumite locuri. Cum se schimb? sau de ce nu se schimb? lucrurile ?i mentalit??ile. Cartea cuprinde 30 de reportaje publicate ?n revista Dilema veche, dar ?i adapt?ri dup? reportaje sau documentare radio difuzate la Europa FM ?i Radio Rom?nia Actualit??i. Reportajul e un gen mai rar ?nt?lnit ast?zi ?n presa din Rom?nia. Dar asta nu se ?nt?mpl? din cauza lipsei de interes a publicului, ci din pricina lipsei de bani ?i de investi?ii ?ntr-o pres? de calitate. De fiecare dat? c?nd totu?i apar reportaje bine f?cute, se constat? c? publicul le urm?re?te cu interes, tot a?a cum urm?re?te reportajele ?i documentarele oferite de televiziunile str?ine. Asta fiindc? oamenii au nevoie de pove?ti. Un reportaj bine f?cut este de fapt o poveste adev?rat?. P?n? la urm?, ?i aceast? carte este o carte cu pove?ti adev?rate." (Liliana Nicolae)

A classic recipe book which excludes ingredients harmful to those suffering from candida, M.E., and allergy sufferers.

Claire and her mother are running out of time, but they don't know it. Not yet. Claire is wrapped up with the difficulties of her bourgeoning adulthood—boys, school, friends, identity; Claire's mother, a single mom, is rushed off her feet both at work and at home. They rarely find themselves in the same room at the same time, and it often seems that the only thing they can count on are notes to each other on the refrigerator door. When home is threatened by a crisis, their relationship experiences a momentous change. Forced to reevaluate the delicate balance between their personal lives and their bond as mother and daughter, Claire and her mother find new love and devotion for one another deeper than anything they had ever imagined. Heartfelt, touching, and unforgettable, Life on the Refrigerator Door is a glimpse into the lives of mothers and daughters everywhere. In this deeply touching novel told through a series of notes written from a loving mother and her devoted fifteen-year-old daughter, debut author Alice Kuipers deftly captures the impenetrable fabric that connects mothers and daughters throughout the world. Moving and rich with emotion, Life on the Refrigerator Door delivers universal lessons about love in a wonderfully simple and poignant narrative.

A bewitching comic fantasy by a master of the supernaturalCat doesn't mind living in the shadow of his sister, Gwendolen, the most promising young witch ever seen on Coven Street. But trouble starts brewing the moment the two orphans are summoned to live in Chrestomanci Castle. Frustrated that the witches of the castle refuse to acknowledge her talents, Gwendolen conjures up a scheme that could throw whole worlds out of whack.

His father and uncles are enchanters, his mother a powerful sorceress, yet nothing seems magical about Christopher Chant except his dreams. Night after night, he climbs through the formless Place Between and visits marvelous lands he calls the Almost Anywheres. Then Christopher discovers that he can bring real, solid things back from his dreams. Others begin to recognize the extent of his powers, and they issue an order that turns Christopher's life upside down: Go to Chrestomanci Castle to train to be the controller of all the world's magic.The Lives of Christopher Chant is the adventure-filled story of the boyhood of Chretomanci, the famous magician who also appears in Charmed Life, Witch Week, and The Magicians of Caprona.

‘One of the best stories I’ve read in a long time!’ Stacey Rebecca (NetGalley reviewer) The Cotswolds Cookery Club was originally published as a three-part serial. This is the complete story in one package. The Cotswolds Cookery Club is opening its doors! Connie has had enough. Enough of the city, enough of her job – and most importantly, enough of her cheating boyfriend! Finally free to chase her dreams, Connie sets up her very own Cotswolds Cookery Club – a place to share scrumptious recipes and, more importantly, a lot of wine… Trish always dreamed of living in a little chocolate box village – but she never expected to be starting over at forty. Could joining the Cookery Club be the perfect distraction from her stroppy teenage daughter and her ex-husband’s new girlfriend? Kate spends her life juggling her three young children and running the busy Cotswolds veterinary practice. It’s time to take charge of the disparate ingredients of her life and transform them into the perfect pot-au-feu! But with three delicious men turning up the heat, perhaps the sleepy Cotswolds village has a few surprises in store… Fans of Milly Johnson, Caroline Roberts and Jill Mansell will love this heartwarming read!

This treasury of all-new true miracle stories from the bestselling authors of Christmas Miracles, The Magic of Christmas Miracles, and Mothers' Miracles offers the real-life wonder their readers have come to love. Some highlights:A disk jockey's selection of music has an astounding unintended effect a comatose Polish woman begins to softly sing along with a song from her childhood.While body surfing, a man is slammed by a wave and hears his neck snap. Unable to move, he begins to swallow water to hasten death. Instead, he feels himself lifted from the water, gliding safely to shore.A school janitor befriends a student, only to learn that she is the daughter of his long-lost son and his very own granddaughter.A Gift of Miracles, like its predecessors, will remind readers and their families that in the midst of our hectic and sometimes frightening world, magic, mystery, and miracles happen. And that if we look hard enough in the corners of our own lives, we, too, can find miracles.

Since Maidan in Kyiv and Russian presence in the Crimea, Ukraine has never been the same. In 2014, the country is deeply divided by the conflict imposed on the Ukrainians. But since nobody actually asked the nation, author Oleksandr Shyshko decided to take matters into his own hands and look for the answer to the ultimate question – who are the Ukrainians and what do they want. Shyshko spent his time researching the national identity of native Ukrainians, and as he went he stumbled on a discovery that led to yet another question – where is Ukraine going, the so-called Quo vadis? of the Ukrainian people. His findings and critical comments gave birth to this new book that is now for the first time being published in English. To Get Ukraine.

From the first pages it becomes apparent that Asystole is a novel about love of life in its purest, instinctive and intimate form. It’s also a novel about human faith in its existence and a desire to experience this love. Author Oleg Pavlov places his character – a boy who grows to be a man and is clearly personified by the writer’s own outlook on life – in impossible and familiar circumstances, impossible not to relate to. An adult is shaped in childhood. Chaotic, anxious and at the same time withdrawn narration seems to have no direction and no resolution. Except that the life of the people, who are in fact children of a broken destiny, is real and not much needs to be said to make it our own. Laconic and ‘to the point’ observations of Pavlov’s protagonist as he goes, are chilling at times. They pierce through flesh right to the bone – the quality only the naked truth can have. Asystole is moreover about the by-stander effect, about a disconnected and malfunctioning society and a struggle of one not to merge into the faceless mass of many. Modern, deeply thought through and heartfelt, this novel is an examination of the physics of human soul. Pavlov’s Universe has a special arrangement – if it was up to him, humans wouldn’t be allowed in it, for the privilege of being human requires living up to the title.

A handful of families, several generations, more than a few wars. MoscTowards the end of World War II, a Belarusian soldier and an Italian girl escape from a Nazi concentration camp. The soldier wonders if he should get rid of the girl; she is a burden and is slowing him down. However, he cannot bring himself to abandon her in the snowy wilderness. Somewhere along the way, the two develop feelings for each other, but their love is not destined to grow beyond the edge of the mountains. Yet their bond cannot be denied, and in the end it proves stronger than death itself. From the master of psychological narrative whose firsthand experience with World War II enabled him to re-create the ordeal on pages of his books, Alpine Ballad is Vasil Bykau’s most heartfelt story. Bykau sends a powerful message to his readers: human values can be extrapolated and in the context of war people can still uphold their humanity. An altruistic, philanthropic project of Glagoslav Publications, Alpine Ballad is coming out as a gesture of peace and a reminder to all of the human cost of wars that ransack our planet to this day. Translated from Belarusian by Mikalai Khilo. The previous translations of Alpine Ballad were based on the Soviet-censored Russian version of the original manuscript. ow, Kabul, Barcelona. Anna Nemzer announces herself on the literary scene boldly and loudly with this debut novel about the insane, unspeakable nature of war, about human fears, treachery, lies, fateful coincidences and destinies during warfare, when there is no room left for love. The protagonists survived the war and are rescued from captivity. They are not able, however, to leave the experiences of the war behind them and move on with their lives. The novel explores what happens once the conflict is over, as they learn to live without the war, with all their loves, passions and weaknesses.

Spanning three generations and stretching from the 1940s to the 1990s, the four distinct parts that make up Solar Plexus intertwine to tell the tale of a group of friends who grew-up around the same courtyard in Baku. Each section is told from a different perspective as the friends’ passions, deceits, rivalries and disappointments play out against the shifting turmoil of those decades: from the Great Patriotic War and Stalin’s Purges, to the industrial institutes and Russification of the ’50s and ’60s, through to the struggle for independence and violence of the early ’90s.