Build your Machine Learning portfolio by creating 6 cutting-edge Artificial Intelligence projects using neural networks in Python Key Features * Discover neural network architectures (like CNN and LSTM) that are driving recent advancements in AI * Build expert neural networks in Python using popular libraries such as Keras * Includes projects such as object detection, face identification, sentiment analysis, and more Book Description Neural networks are at the core of recent AI advances, providing some of the best resolutions to many real-world problems, including image recognition, medical diagnosis, text analysis, and more. This book goes through some basic neural network and deep learning concepts, as well as some popular libraries in Python for implementing them. It contains practical demonstrations of neural networks in domains such as fare prediction, image classification, sentiment analysis, and more. In each case, the book provides a problem statement, the specific neural network architecture required to tackle that problem, the reasoning behind the algorithm used, and the associated Python code to implement the solution from scratch. In the process, you will gain hands-on experience with using popular Python libraries such as Keras to build and train your own neural networks from scratch. By the end of this book, you will have mastered the different neural network architectures and created cutting-edge AI projects in Python that will immediately strengthen your machine learning portfolio. What you will learn * Learn various neural network architectures and its advancements in AI * Master deep learning in Python by building and training neural network * Master neural networks for regression and classification * Discover convolutional neural networks for image recognition * Learn sentiment analysis on textual data using Long Short-Term Memory * Build and train a highly accurate facial recognition security system Who this book is for This book is a perfect match for data scientists, machine learning engineers, and deep learning enthusiasts who wish to create practical neural network projects in Python. Readers should already have some basic knowledge of machine learning and neural networks.

Improve your React Native mobile development skills or transition from web development to mobile development with this practical solution-packed guide Key Features * Learn strategies and techniques to face challenges in React Native mobile development head-on * Leverage the best ways to use iOS and Android for React Native development while maximizing code reuse and cohesion * Build engaging, performant user experiences with React Native Book Description If you are a developer looking to create mobile applications with maximized code reusability and minimized cost, then React Native is here to help. With this practical guide, you will be able to build attractive UIs, tackle common mobile development-related issues, and achieve improved performance in mobile environments. This book starts with common techniques for React Native customization and helps you set up your development platforms. Over the course of the book, a wide variety of step-by-step recipes are designed with both built-in React Native and custom third-party components that you will create, style, and animate. You will create real-world browser-based authentication, build a fully functional audio player, and integrate with Google maps. You will also explore different strategies for working with data, including leveraging the popular Redux library and optimizing your app’s dataflow. You will then get an introduction to writing native device functionality for new and already existing native projects. Finally, you will learn how app deployment works, and tips and tricks for writing performant code. By the end of the book, you'll have gained enough knowledge to build full iOS and Android applications using React Native. What you will learn * Build UI features and components using React Native * Create advanced animations for UI components * Develop universal apps that run on phones and tablets * Leverage Redux to manage application flow and data * Expose both custom native UI components and application logic to React Native * Employ open-source third-party plugins to create React Native apps more efficiently Who this book is for If you're a JavaScript developer looking for a practical guide with step-by-step tutorials for developing feature rich mobile apps using React Native, then this book is for you. Though not required, some experience working with React will help you more easily understand the React Native concepts covered in this book. While React Native development can be done on a Windows machine, certain aspects, such as running your apps on iOS devices and in the iOS simulator, or editing native code with Xcode, can only be done with a Mac.

A quick start guide to visualize your Elasticsearch data Key Features * Your hands-on guide to visualizing the Elasticsearch data as well as navigating the Elastic stack * Work with different Kibana plugins and create effective machine learning jobs using Kibana * Build effective dashboards and reports without any hassle Book Description The Elastic Stack is growing rapidly and, day by day, additional tools are being added to make it more effective. This book endeavors to explain all the important aspects of Kibana, which is essential for utilizing its full potential. This book covers the core concepts of Kibana, with chapters set out in a coherent manner so that readers can advance their learning in a step-by-step manner. The focus is on a practical approach, thereby enabling the reader to apply those examples in real time for a better understanding of the concepts and to provide them with the correct skills in relation to the tool. With its succinct explanations, it is quite easy for a reader to use this book as a reference guide for learning basic to advanced implementations of Kibana. The practical examples, such as the creation of Kibana dashboards from CSV data, application RDBMS data, system metrics data, log file data, APM agents, and search results, can provide readers with a number of different drop-off points from where they can fetch any type of data into Kibana for the purpose of analysis or dashboarding. What you will learn * Explore how Logstash is configured to fetch CSV data * Understand how to create index patterns in Kibana * Become familiar with how to apply filters on data * Discover how to create ML jobs * Explore how to analyze APM data from APM agents * Get to grips with how to save, share, inspect, and edit visualizations * Understand how to find an anomaly in data Who this book is for Kibana 7 Quick Start Guide is for developers new to Kibana who want to learn the fundamentals of using the tool for visualization, as well as existing Elastic developers.

Become proficient in designing, developing and deploying effective software systems using the advanced constructs of Rust Key Features * Improve your productivity using the latest version of Rust and write simpler and easier code * Understand Rust’s immutability and ownership principle, expressive type system, safe concurrency * Deep dive into the new doamins of Rust like WebAssembly, Networking and Command line tools Book Description Rust is an empowering language that provides a rare combination of safety, speed, and zero-cost abstractions. Mastering Rust – Second Edition is filled with clear and simple explanations of the language features along with real-world examples, showing you how you can build robust, scalable, and reliable programs. This second edition of the book improves upon the previous one and touches on all aspects that make Rust a great language. We have included the features from latest Rust 2018 edition such as the new module system, the smarter compiler, helpful error messages, and the stable procedural macros. You’ll learn how Rust can be used for systems programming, network programming, and even on the web. You’ll also learn techniques such as writing memory-safe code, building idiomatic Rust libraries, writing efficient asynchronous networking code, and advanced macros. The book contains a mix of theory and hands-on tasks so you acquire the skills as well as the knowledge, and it also provides exercises to hammer the concepts in. After reading this book, you will be able to implement Rust for your enterprise projects, write better tests and documentation, design for performance, and write idiomatic Rust code. What you will learn * Write generic and type-safe code by using Rust’s powerful type system * How memory safety works without garbage collection * Know the different strategies in error handling and when to use them * Learn how to use concurrency primitives such as threads and channels * Use advanced macros to reduce boilerplate code * Create efficient web applications with the Actix-web framework * Use Diesel for type-safe database interactions in your web application Who this book is for The book is aimed at beginner and intermediate programmers who already have familiarity with any imperative language and have only heard of Rust as a new language. If you are a developer who wants to write robust, efficient and maintainable software systems and want to become proficient with Rust, this book is for you. It starts by giving a whirlwind tour of the important concepts of Rust and covers advanced features of the language in subsequent chapters using code examples that readers will find useful to advance their knowledge.

Leverage the power of Java and deep learning to build production-grade Computer Vision applications Key Features * Build real-world Computer Vision applications using the power of neural networks * Implement image classification, object detection, and face recognition * Know best practices on effectively building and deploying deep learning models in Java Book Description Although machine learning is an exciting world to explore, you may feel confused by all of its theoretical aspects. As a Java developer, you will be used to telling the computer exactly what to do, instead of being shown how data is generated; this causes many developers to struggle to adapt to machine learning. The goal of this book is to walk you through the process of efficiently training machine learning and deep learning models for Computer Vision using the most up-to-date techniques. The book is designed to familiarize you with neural networks, enabling you to train them efficiently, customize existing state-of-the-art architectures, build real-world Java applications, and get great results in a short space of time. You will build real-world Computer Vision applications, ranging from a simple Java handwritten digit recognition model to real-time Java autonomous car driving systems and face recognition models. By the end of this book, you will have mastered the best practices and modern techniques needed to build advanced Computer Vision Java applications and achieve production-grade accuracy. What you will learn * Discover neural networks and their applications in Computer Vision * Explore the popular Java frameworks and libraries for deep learning * Build deep neural networks in Java * Implement an end-to-end image classification application in Java * Perform real-time video object detection using deep learning * Enhance performance and deploy applications for production Who this book is for This book is for data scientists, machine learning developers and deep learning practitioners with Java knowledge who want to implement machine learning and deep neural networks in the computer vision domain. You will need to have a basic knowledge of Java programming.

Beyond the brash modern stereotypes of Essex there exists a landscape that has inspired some of England's finest writing. This book tracks the paths of those literary figures who have ventured into the wilder parts of Essex. Some are illustrious names: Shakespeare, Defoe, John Clare, Joseph Conrad, H. G. Wells, Arthur Ransome. Others may be lesser known but here are well remembered: Samuel Purchas, Sabine Baring-Gould, Margery Allingham, J. A. Baker. In ten chapters James Canton crosses five centuries into the furthest reaches of the county in search of writers and what can be seen of their work today. J. A. Baker follows the peregrines along the Chelmer valley to the Blackwater estuary at Maldon. John Clare wanders the hidden pathways of Epping Forest scribbling poetry while Arthur Ransome sails around the islands of the Hamford Waters. William Shakespeare appears in the woody glades beside Castle Hedingham, Joseph Conrad stares across the Essex marshes at Tilbury to the Thames, while Sabine Baring-Gould's Gothic heroine Mehalah lives upon a lone muddy stretch beside Mersea Island, where Margery Allingham sets her first tale of smuggling and murder; Daniel Defoe recounts the horror of the ague on the Dengie Peninsula; H. G. Wells writes a tale of the First World War from his home at Little Easton. Samuel Purchas tells such seafaring tales from his Southend vicarage as to inspire Samuel Taylor Coleridge to write Kubla Khan. Combining detailed literary detective work with personal responses to landscapes and their meanings, James Canton offers a fresh vision of Essex, its cultural history and its living legacy of wilderness and imagination.

Are you a fan of the hip hop duo Rizzle Kicks? Do you enjoy their particular style of music? Have you followed their journey from early YouTube postings through to chart success and critical acclaim? If you would like to find out more about Rizzle Kicks, everything you need to know is in this new quiz book.Who produced Rizzle Kicks' single 'Mama Do the Hump'? What seaside town featured in Rizzle Kicks' music video 'Down with the Trumpets'? In what month during 2012 was Rizzle Kicks' debut album 'Stereo Typical' certified platinum? The answers to all these questions and many more are all in The Rizzle Kicks Quiz Book.With 100 questions all about Rizzle Kicks, including many personal details, you are sure to learn something new about the Brighton boys and their music. This is a must-have book for everyone has followed Rizzle Kicks' career to date and the many fans, old and young, who continue to buy their album. If you like Rizzle Kicks, you won't want to be without this book.

Are you a fan of Northampton Town Football Club? Do you attend every home game and follow the Cobblers progress through the season? Are you familiar with the history of this popular Midlands club? If so, you why not test your knowledge with The Cobblers Quiz Book. With so many fascinating facts about The Cobblers in one book, you are certain to find out something new about your favourite team. The 900 questions have been carefully put together to test your memory of The Cobblers, including sections on all the great players, memorable managers, goals, penalties, trophies, transfers, hat-trick heroes, 2011/12 squad and a whole lot more. Perfect for sharing and challenging family and friends on match day, this fun quiz book is great way to find out who really knows the most about Northampton Town FC. This is a must-have for Cobblers fans of all ages and for anyone with an interest in finding out more about the club. If you support the Cobblers, you won't want to be without this book.

A company's visual identity - as it appears in everything from business stationery and brochures, to product packaging and websites - is central to a company's impact on the market. It's the first impression a prospective customer gets: but for many businesses, design is seen as a 'necessary evil', best avoided, but if that's not possible, then best done cheaply. This down-to-earth, succinct handbook will show you why you should choose your designer as carefully as you would choose a new, senior member of staff; why good design need not cost any more than bad design; what the difference is between a 'brief' and a 'briefing'; how to stop design budgets spiralling out of control; how to conduct tenders; how to get the best from your designers; how to handle approvals; and how to judge design concepts. It is packed with practical advice and guidance that is just as applicable to a new-business start-up as it is to a multinational organisation.

Everyone on deck! All hands on deck! Fire! Fire! Bring the hose quick! As the steamship lurched in the heavy seas, Harry Braham grabbed what clothes he could and struggled with the other terrified passengers to climb the ladders. On deck, with the rain lashing down and the wind howling, he gripped the rails of the ship tightly, trying to stay upright. With horror he saw the flames leaping high in the hold and he thought his time had come.It was June 1891. A music-hall star famous for his comic songs and his ability to 'pull mugs', Harry - a seasoned traveler - was on his way from New York to his home in London, after a busy season appearing in a play by W H Crane. As the crew prepared the lifeboats, Harry looked back at his life - his apprenticeship with the Royal Christy Minstrels, his acclaimed tours of Australia and the USA, and his marriage to the vivacious but temperamental singer Lizzie Watson. Was this to be the end? In this well-researched and lively biography, full of fascinating social background, Janet Muir (Harry Braham's great-great-niece) brings to life the world of the Victorian music-hall and traces Harry's career from minstrelsy through to 'legitimate' theatre and finally to moving pictures, where he landed a part in D W Griffith's Birth of a Nation.

How is it possible that despite the destruction of its infrastructure during the Siege of Sarajevo in the 1990s, Bosnian cinema rapidly rose to claim many of the most prestigious awards in world cinema during the 2000s? Were Bosnian films simply 'better' than those from neighbouring post-Yugoslav countries? Perhaps not. This work proposes that the international success of Bosnian films since the turn of the millennium has been due to how they enact Western prejudices concerning the war and its consequences. Delivering films with national narratives which associate the country with primitiveness and victimhood, Western audiences have engaged in dark tourism of the Bosnian screen.

John Sandiman is a librarian at a run-down Glasgow college full of feckless students and overseen by hopeless jobsworths. Fed up with his job, still mourning the cowardly way that Jessica, his ex-girlfriend, dumped him and bemoaning the apathy of the Scots, Sandiman dreams of the time when Caledonia was led by kings. So when Natalie, his colleague and drinking buddy, mentions something called The Book of Deer, he takes no notice. After all, there's little a librarian can do to change the world.Or is there? What Sandiman did not anticipate was that a fictional character from Scotland's past would come vibrantly to life, hurling him into a quest to face his own past and change his country's future.Spanning two millennia from the sea kingdom of Dalriada to the Scottish referendum of 1997, The Legend of John Macnab takes readers behind events they thought they knew and brings them face-to-face with a forgotten icon more splendid than the Stone of Destiny.

Understanding Behaviour in the Early Years provides information, practical suggestions and ideas that enable practitioners to take a positive approach to young children's learning about behaviour. Linked directly to the revised EYFS, this title includes practical suggestions based on sound theory and effective practice. This guide highlights the importance of working in partnership with parents to understand and support children's behavioural learning and aims to increase practitioners' confidence in supporting children's learning about behaviour. Includes chapters on: early intervention in the context of supporting behavioural learning, theoretical perspectives on behavioural learning, thinking about social learning, thinking about emotional learning, thinking about behavioural learning and using observation and analysis to develop effective strategies.

Oxford University has attracted and produced many of the world's most original thinkers over the centuries. It boasts heads of states, academics, writers, actors, scientists, philosophers and many other luminaries among its alumni. On any tour of the University and colleges famous ex-students Tony Blair, Bill Clinton, Margaret Thatcher to name a few are often mentioned but what about its Black scholars? The University has a long but little known history of attracting Black scholars from Africa, the Caribbean, America and even Australia since the matriculation in 1873 of Christian Fredrick Cole, who became the first African to practise in an English court. He was followed by other outstanding personalities: Alain Locke, the Father of the Harlem Renaissance and the first Black scholar to be awarded a Rhodes Scholarship in 1907; Kofoworola Moore, the first African woman to graduate from the University in 1935; Eric Williams, the great historian of the Caribbean, who was elected Prime Minister of Trinidad and Tobago. Oxford s Black alumni include statesmen, lawyers and teachers. More recently, Oxford-educated African American women have risen to high office in the United States. Students from all parts of Africa, the Caribbean and the Commonwealth have made significant contributions and left lasting legacies in the fields of politics, literature, science and the arts. Uncovering the stories of prominent and lesser-known Black students at Oxford, Pamela Roberts reveals a hitherto undocumented strand in the University's history and its relationship with the wider world.

The opening month of the Great War ending in the Battle of the Marne (6-9 September 1914) was a turning point in modern history. The French and British armies were forced into a long retreat from Belgium but subsequently regrouped to mount a successful counter-attack. However, the miracle of the Marne, as it was later called, ended in the stalemate of the trenches. The failure of the Imperial German Army to achieve a decisive victory led to thirty years of hostility, warfare and destruction, which cost millions of lives. During the retreat to the Marne over a million soldiers marched 20 miles a day carrying 60-lb packs in temperatures above 30 degrees. They were often short of food and only managed short snatches of rest. They fought a series of engagements over two weeks which ended in a battle from the plains of Lorraine to the gates of Paris. This march tested them to the limits of endurance and beyond. In this book Terry Cudbird recreates the experience of the infantry during their gruelling journey. He describes his own August walk from southern Belgium to the battlefield, which followed the exact route taken by a French Lieutenant in the Fifth Army. He draws on a wide range of personal reminiscences, not only French but also British and German. He takes us back to the landscapes of Northern France in 1914 and explains how they have changed since that August one hundred years ago. He also reflects on the soldiers' origins and training, and their morale as they set out. This is not another military history but a unique evocation of the powers of endurance of ordinary soldiers. It will appeal to those interested in the history of the Great War, including readers who want to explore the route of the retreat for themselves.

John Timmins has led an extraordinary life, from being given up for adoption at just six months old at the end of World War II and orphaned at a young age, through time spent travelling and working abroad, several troubled marriages and many different careers. The one thing that has dominated his life above all else is his quest to find his true identity. In this poignant and honest account, John talks about his experiences in the Army Intelligence Corps, the countries he has lived in, his failed relationships and how a terrible accident spurred him on to find out the truth surrounding his birth. War Baby details the many highs and lows of one man's determination to discover his roots. Written in John's own words, the book records his methodical research, the closed doors and blocked paths as he tries to make sense of his life and reconcile the events of the past. A must-have book for anyone interested in genealogy, social history or real life stories and for all those who are still searching for their own truth.

The Rolling Stones have now been rocking the music world for an incredible 50 years and to celebrate this achievement, Adam Pearson has researched and compiled The Rolling Stones Quiz Book. If you are a Stones' fan who has followed the band's amazing success story from the early days through to chart-topping success and international stardom, what better way to test your knowledge of your favourite band with the 500 questions in this new quiz book?Where, in July 1962 did the Rollin' Stones play their first gig? In November 1991 the Rolling Stones signed a three album deal with which record company? What did the Rolling Stones get nominated for in the 2013 Brit Awards? The answers to these questions and more can all be found inside this book. Packed with fascinating fans about the Rolling Stones long career in music, as well as information about the individual band members, this tribute is sure to appeal to rockers of all ages and anyone interested in finding out about one of the most successful UK bands of all time.

Richard III is one of the most controversial figures in the history of England. Portrayed by Shakespeare as a hunchbacked cripple and described by many as a ruthless ruler, some historians believe there may have been another side to the Machiavellian monarch. Was Richard as bad as his bloodthirsty image or was he an effective leader? The 101 questions in this quiz book have been compiled to help you decide. The Richard III Quiz Book aims to separate fact from fiction. Find out where Richard was born and how he came to be king. Did he really dispose of friends and relatives in order to seize the throne? How and where did Richard meet his end and did this signify the end of the House of York?In 2012, Richard III's remains were unearthed from a car park in the city of Leicester. This book will appeal to anyone who would like to find out the truth about how and why a king of England came to be buried in an unmarked grave for several centuries.

Do you enjoy learning new things? Are you knowledgeable about a wide range of topics? Or perhaps you are a quizmaster looking for new material? Whatever the motivation for buying this quiz book you are sure to like these alphabetically linked questions - all of the answers begin with the same letter and are arranged in sections from A-Z.Containing over 1,100 brain-teasing general knowledge questions, The Alphabetical General Knowledge Quiz Book has been designed to cater for a broad range of abilities and the first letter of each answer is provided to give you a clue if you are on the right lines.Packed full of fascinating facts, this book is both fun and educational, and an excellent tool for learning. Choose a letter at random or work your way through the questions from A-Z. This quiz book offers a good way for the whole family to broaden their general knowledge, so why not challenge your children and find out who is the trivia champion in your house.

Are you a fan of Union J? If so, you will probably be able to name the band members but how much else do you know about the four boys? Whether you are fully familiar with the lads from Union J, or would like to find out more about them, this quiz book is for you. With what record company did Union J sign after their time on The X Factor in 2012? Where did Union J first perform their single 'Carry You'? During what month in 2013 did Union J take over the Daybreak sofa at 7.50 am each morning for a week? The answers to these questions and more can all be found inside this new book. Packed with fun facts about all aspects of Union J, including many personal details, The Union J Quiz Book documents the boys' journey from four unknown artists into successful X Factor boy band and beyond. With 100 questions about your favourite group, this is a book Union J fans of all ages just won't want to be without.

Do you like British boy band The Wanted? Have you followed their career from when they first formed in 2009 through to the current day? Would you like to find out more about Max, Siva, Jay, Tom and Nathan? If you answered yes to any of these questions, 101 Interesting Facts on The Wanted is certain to appeal to you. Do you know who is the oldest member of the group? Which artist did The Wanted support on tour in Brazil? What member of the band originally came up with the name, The Wanted? The answers can all be found inside this book, together with many more fascinating facts about your favourite band. Fun and informative, this book includes many personal details about the individual band members as well as up-to-date information about The Wanted's projects, past and present. Gen up on The Wanted so that you can impress your friends with your knowledge. If you are a fan of The Wanted, you won't want to be without this book.