If you've checked out my Diners, Drive-ins and Dives books or visited my restaurants, Johnny Garlic's and Tex Wasabi's, you know I'm down with all types of good food—and that I'll do what's required to track it down. In Guy Fieri Food, I'm cookin' it my way, from the perfect recipe for Pepper Jack Pretzels (from Mr. Awesome Pretzel himself—that's me) to how to pull together a Red Rocker Margarita Chicken sandwich to a full-on vegetable Guy'd (bet you didn't see that one comin'!). Before I'm finished I'll have you throwing parties with everything from Bacon-Jalapeno Duck appe-tapas to Chicago Beef Pizza to Johnny Garlic's Cedar Plank Salmon.Fact is, I've been cookin' it, livin' it, and lovin' it since I was just a kid, and it's a privilege to help you bring home some of my own classic, big, and bold flavors.

Stephen King hailed Michael Marshall's novel Straw Men as “a masterpiece . . . brilliantly written and scary as hell.” Now, Marshall returns with this latest unnerving tale—a creepy, fast-paced thriller that grips you from the first page straight through to its shocking end.Bill Moore already has a lot, but he wants more . . . much more.He's got a lucrative job selling condos in the Florida Keys, a successful wife, a good marriage, a beautiful house. He also has a five-year plan for supersuccess, but that plan has begun to drag into its sixth year without reaping its intended rewards. So now Bill's starting to mix it up—just a little—to accelerate his way into the future that he knows he deserves. Then one morning Bill arrives at work to find a card waiting for him, with no indication who it's from or why it was sent. Its message is just one word: modified.From that moment on, Bill's life begins to change.At first, nothing seems very different. But when things begin to unwind rapidly, and one after another, people around Bill start to die, it becomes increasingly clear that someone somewhere has a very different plan for Bill's future. Confused and angry, Bill begins to fight against this unseen force until he comes to a terrifying, inescapable realization: Once modified, there's no going back.

What sane woman would consider becoming any man's ninth wife?Bess Gray is a thirty-five-year-old folklorist and amateur martial artist living in Washington, DC. Just as she's about to give up all hope of marriage, she meets Rory, a charming Irish musician, and they fall in love. But Rory is a man with a secret, which he confesses to Bess when he asks for her hand: He's been married eight times before. Shocked, Bess embarks on a quest she feels she must undertake before she can give him an answer. With her bickering grandparents (married sixty-five years), her gay neighbor (himself a mystery), a shar-pei named Stella, and a mannequin named Peace, Bess sets out on a cross-country journey—unbeknownst to Rory—to seek out and question the wives who came before. What she discovers about her own past is far more than she bargained for. The Ninth Wife is a smart, funny, eye-opening tale of love, marriage, and the power of stories to unlock the true meaning of home and family.

It is the spring of 2002 and a perfect storm has hit Boston. Across the city's archdiocese, trusted priests have been accused of the worst possible betrayal of the souls in their care. In Faith, Jennifer Haigh explores the fallout for one devout family, the McGanns.Estranged for years from her difficult and demanding relatives, Sheila McGann has remained close to her older brother Art, the popular, dynamic pastor of a large suburban parish. When Art finds himself at the center of the maelstrom, Sheila returns to Boston, ready to fight for him and his reputation. What she discovers is more complicated than she imagined. Her strict, lace-curtain-Irish mother is living in a state of angry denial. Sheila's younger brother Mike, to her horror, has already convicted his brother in his heart. But most disturbing of all is Art himself, who persistently dodges Sheila's questions and refuses to defend himself.As the scandal forces long-buried secrets to surface, Faith explores the corrosive consequences of one family's history of silence—and the resilience its members ultimately find in forgiveness. Throughout, Haigh demonstrates how the truth can shatter our deepest beliefs—and restore them. A gripping, suspenseful tale of one woman's quest for the truth, Faith is a haunting meditation on loyalty and family, doubt and belief. Elegantly crafted, sharply observed, this is Jennifer Haigh's most ambitious novel to date.

A Must-Have Guide for the Smart VeganA vegan lifestyle is the newest hot health trend—thanks in no small part to the smart, fearless, and number one New York Times bestselling Skinny Bitch books. But with so much conflicting information out there, it's not always easy to make the best choices. Now Skinny Bitch coauthor Kim Barnouin is back with a book that makes making the right vegan choice easy. In Skinny Bitch Book of Vegan Swaps, Kim Barnouin takes the mystery out of following a plant-based diet. It's a comprehensive, user-friendly guide that tells you what foods look healthy, but actually aren't, and explains how to avoid the stuff you don't want. And because Kim knows that the concerns of today's savvy eaters run the gamut from calories to carbon footprints, she explains it all.Skinny Bitch Book of Vegan Swaps offers exciting and tasty alternatives for vegans, whether you're just starting out or have been a vegan for years. Barnouin's fun, no-nonsense voice sparkles on every page and in helpful lists and features like:The Best Places for Vegans to Grocery ShopDelicious Swaps for Your Favorite Dairy ProductsTop Ten Things to Eat While Stranded in an Airport

Baking Is Different from CookingWith her trademark sassy and humorous yet hard-hitting approach to veganism, Kim Barnouin, the nutritionist coauthor of the wildly popular Skinny Bitch books, has become the voice for the compassionate eater. Despite its huge popularity, veganism is far more to Kim Barnouin than just a trend—it's the only way she lives her life. And now she makes living a plant-based life more delicious with Skinny Bitch Bakery, a cookbook for everyone.With cooking, you can improvise. Leave the rosemary out, or use scallions instead of garlic—the dish will turn out fine. But baking is different. If you use the wrong ingredients, the bread may refuse to rise and the cake may flop. Barnouin understands that simply making a swap of vegan ingredients is not enough. Instead, she has specially developed vegan recipes that will delight your loved ones while being kind to the planet.Barnouin's fun, no-nonsense voice and vast expertise sparkle on every page, and she tantalizes the reader with eighty unique and fully tested recipes and full-color photographs of mouth-watering vegan baked goods. Smart, funny, and fearless, Barnouin teaches us all we need to know about the pleasures of vegan home baking so that we can delight our friends and family with baked goods that are actually good for them (although the treats are so delicious, you'd never know it!).***Publisher's Errata***Please note that "Chewy Chocolate Chip Peanut Butter Cookies" on page 181 requires 1 cup of chocolate chips to be added with the dry ingredients. "Chewy Oatmeal Cookies" on page 183 requires 2 cups of flour to be added with the oats.

In debut author Demitria Lunetta's heart-pounding thriller, one girl must fight for her survival in a world overrun by violent, deadly creatures. Perfect for fans of New York Times bestsellers like The 5th Wave and Across the Universe.Amy Harris's life changed forever when They took over. Her parents—vanished. The government—obsolete. Societal structure—nonexistent. No one knows where They came from, but these vicious creatures have been rapidly devouring mankind since They appeared. With fierce survivor instincts, Amy manages to stay alive—and even rescues "Baby," a toddler who was left behind. After years of hiding, they are miraculously rescued and taken to New Hope. On the surface, it appears to be a safe haven for survivors. But there are dark and twisted secrets lurking beneath that could have Amy and Baby paying with not only their freedom . . . but also their lives.

Joe Hill, the acclaimed, award-winning author of the New York Times bestsellers Heart-Shaped Box and Horns, plunges you into the dark side of imagination with a thrilling novel of supernatural suspense that will have you flinching at shadows and checking the rearview mirror again and again. . . .NOS4A2Don't slow downVictoria McQueen has an uncanny knack for finding things: a misplaced bracelet, a missing photograph, answers to unanswerable questions. When she rides her bicycle over the rickety old covered bridge in the woods near her house, she always emerges in the places she needs to be. Vic doesn't tell anyone about her unusual ability, because she knows no one will believe her. She has trouble understanding it herself.Charles Talent Manx has a gift of his own. He likes to take children for rides in his 1938 Rolls-Royce Wraith with the vanity plate NOS4A2. In the Wraith, he and his innocent guests can slip out of the everyday world and onto hidden roads that lead to an astonishing playground of amusements he calls Christmasland. Mile by mile, the journey across the highway of Charlie's twisted imagination transforms his precious passengers, leaving them as terrifying and unstoppable as their benefactor.And then comes the day when Vic goes looking for trouble . . . and finds her way, inevitably, to Charlie.That was a lifetime ago. Now, the only kid ever to escape Charlie's unmitigated evil is all grown up and desperate to forget.But Charlie Manx hasn't stopped thinking about the exceptional Victoria McQueen. On the road again, he won't slow down until he's taken his revenge. He's after something very special—something Vic can never replace.As a life-and-death battle of wills builds—her magic pitted against his—Vic McQueen prepares to destroy Charlie once and for all . . . or die trying. . . .Joe Hill's acclaimed works of fiction, Horns, Heart-Shaped Box, and 20th Century Ghosts, have already earned him international acclaim. With NOS4A2, this outstanding novelist—"one of America's finest horror writers" (Time magazine); "a major player in 21st-century fantastic fiction" (Washington Post)—crafts his finest work yet. Disturbing, mesmerizing, and full of twisting thrills, Hill's phantasmagoric, devilishly playful masterpiece is a terrifying high-octane ride.

When Noire, a hip, Afro-wearing Ph.D. student, walks into Brown Betty Books, her righteousness kicks in to overdrive amid the self-identified "talented tenth" who wear their double degrees and five-hundred-dollar shoes like badges of honor. And then Innocent, a well-heeled investment banker from C?te d'Ivoire, West Africa, walks in and turns her on her head. Innocent seems interested in her -- but he's one of them.Before meeting him, Noire shunned the "bourgie" world of black-moneyed cosmopolitans like Innocent, opting instead for socially conscious (but economically challenged) artists and urban intellectuals. Their mutual attraction blossoms into lust -- and eventually love -- but it lives in the shifting sands of personal beliefs and professional ambitions that are often at odds.Set in New York City with jaunts to Africa, Europe, and the Caribbean, A Love Noire is the story of an unlikely couple that transcends all they've known to learn the redemptive power of love.

A rich postapocalyptic YA fantasy perfect for fans of Graceling and Tamora Pierce, this sequel to C. J. Redwine's Defiance continues the story of warrior Rachel Adams and her love, Logan McEntire. With their city-state ravaged, their lives threatened by rival armies, and a band of survivors looking to them for leadership—Rachel and Logan must work to forge a new future for them all. Abandoning the ruins of their home to take their chances in the Wasteland, the group soon realizes their problems have only begun: an unknown killer —possibly inside their ranks—has begun picking off the survivors one by one. And Rachel and Logan must question whether the price of freedom may be too great—and whether they can make it out of the Wasteland alive.

A tongue-in-cheek collection of the tips, tricks, and recipes that will fix your life without busting your budget.$9 Therapy proves that it’s possible to take self-care seriously without taking yourself too seriously. Self-professed lifestyle gurus Nick Greene and Megan Reid know that sometimes it takes as little as spending nine dollars on an act of self-care to turn your day around. While working their first, low-paying jobs out of school, Nick and Meg learned to spend wisely—and fabulously—and firmly came to believe in the radical potential of simple pleasures. In $9 Therapy, they use their hard-won wisdom to show how small, inexpensive treats can elevate your adulting game: whether it’s mindfully repotting a plant to finally drinking from a decent wine glass (even if you can afford only one), to recipes you’ll actually want to cook, to design tips to make even the tiniest spaces look like Instagram-bait.With enthusiasm and sass, (and featuring 30 colorful illustrations), $9 Therapy brings together the lifehacks and mini-upgrades that encourage you to make your life a little bit easier, a little bit less stressful, a little bit better, a little more loving toward yourself and the humans around you.

“We Set the Dark on Fire burns bright. It will light the way for a new generation of rebels and lovers.” —NPR“Mejia pens a compelling, gripping story that mirrors real world issues of immigration and equality.” —BuzzfeedFive starred reviews!!In this daring and romantic fantasy debut perfect for fans of The Handmaid’s Tale and Latinx authors Zoraida Córdova and Anna-Marie McLemore, society wife-in-training Dani has a great awakening after being recruited by rebel spies and falling for her biggest rival. At the Medio School for Girls, distinguished young women are trained for one of two roles in their polarized society. Depending on her specialization, a graduate will one day run a husband’s household or raise his children. Both paths promise a life of comfort and luxury, far from the frequent political uprisings of the lower class.Daniela Vargas is the school’s top student, but her pedigree is a lie. She must keep the truth hidden or be sent back to the fringes of society.And school couldn’t prepare her for the difficult choices she must make after graduation, especially when she is asked to spy for a resistance group desperately fighting to bring equality to Medio.Will Dani cling to the privilege her parents fought to win for her, or will she give up everything she’s strived for in pursuit of a free Medio—and a chance at a forbidden love?

或许你读过这样一个故事：身无分文的孤儿简 · 爱开始了她在 Thornfield Hall 当家庭教师的新生活，在那里她遇到了阴郁忧郁的罗切斯特先生，两人产生了感情...等等，展开可能与你想的不一样，这一部对名著《简·爱》的一次浪漫、荒诞、恶作剧式的改写，准备好一次全新的冒险吧。 Move over, Charlotte Bront?. The authors of the New York Times bestselling My Lady Jane are back with an irreverent spin on Jane Eyre—a tale of mischief, romance, and supernatural mayhem perfect for fans of The Princess Bride or A Gentleman’s Guide to Vice and Virtue. You may think you know the story. Penniless orphan Jane Eyre begins a new life as a governess at Thornfield Hall, where she meets one dark, brooding Mr. Rochester—and, Reader, she marries him. Or does she?Prepare for an adventure of Gothic proportions, in which all is not as it seems, a certain gentleman is hiding more than skeletons in his closets, and one orphan Jane Eyre, aspiring author Charlotte Bronte, and supernatural investigator Alexander Blackwood are about to be drawn together on the most epic ghost hunt this side of Wuthering Heights.

Fans of Danielle Paige, Marissa Meyer, and Alex Flinn will devour New York Times bestselling author Meagan Spooner’s next fierce fairy tale-inspired story, which Illuminae author Amie Kaufman calls “a kick-ass, gender-flipped feminist retelling.”Robin of Locksley is dead. Maid Marian doesn’t know how she’ll go on, but the people of Locksley town, persecuted by the Sheriff of Nottingham, need a protector. And the dreadful Guy of Gisborne, the Sheriff’s right hand, wishes to step into Robin’s shoes as Lord of Locksley and Marian’s fiancé. Who is there to stop them? Marian never meant to tread in Robin’s footsteps—never intended to stand as a beacon of hope to those awaiting his triumphant return. But with a sweep of his green cloak and the flash of her sword, Marian makes the choice to become her own hero: Robin Hood.

Build Vue apps the right way using Vue CLI 3. Understand how the building blocks of Vue CLI 3 work including npm, webpack, babel, eslint, plugins, GUI, testing, and SCSS. Import third-party libraries and maintain your project. Key Features * Learn to work with Vue CLI 3 both on the command line and with a GUI * Manage VueJS apps, settings, Vue plugins, and third-party libraries * Learn how to build Vue apps from scratch using webpack, babel, ES6, vue-router, Jest, Cypress, SCSS, and Git Book Description The sprawling landscape of various tools in JavaScript web development is becoming overwhelming. This book will show you how Vue CLI 3 can help you take back control of the tool chain. To that end, we'll begin by configuring webpack, utilizing HMR, and using single-file .vue components. We'll also use SCSS, ECMAScript, and TypeScript. We'll unit test with Jest and perform E2E testing with Cypress. This book will show you how to configure Vue CLI as your default way of building Vue projects. You'll discover the reasons behind using webpack, babel, eslint, and other modern JavaScript toolchain technologies. You'll learn about the inner workings of each through the lens of Vue CLI 3. We'll explore the extendibility of Vue CLI with the built-in settings, and various core and third-party plugins. Vue CLI helps you work with Vue components, routers, directives, and services in the Vue ecosystem. While learning these concepts, you'll examine the evolution of JavaScript. You'll learn about use of npm, IIFEs, modules in JavaScript, Common.js modules, task runners, npm scripts, module bundlers, and webpack. You'll get familiar with the reasons why Vue CLI 3 is set up the way it is. You'll also learn to perform linting with ESLint and Prettier. Towards the end, we'll introduce you to working with styles and SCSS. Finally, we'll show you how to deploy your very own Vue project on Github Pages. What you will learn * Work with nvm, install Node.js and npm, use Vue CLI 3 with no configuration, via the command line and the graphical user interface * Build a Vue project from scratch using npm and webpack, and learn about hot module replacement * Work with Babel settings, configurations, and presets * Work with Vue plugins, including testing plugins such as Jest and Cypress * Write, run, and watch unit and E2E tests using TDD assertions in the red-green-refactor cycle * Work with Vue router and use, nested, lazy-loading, and dynamic routes * Add SCSS to your projects and work with third-party Vue plugins * Deploy your Vue apps to Github Pages Who this book is for This book is for existing web developers and developers who are new to web development. You must be familiar with HTML, CSS, and JavaScript programming. Basic knowledge of the command line will be helpful but is not necessary.

Develop generative models for a variety of real-world use-cases and deploy them to production Key Features * Discover various GAN architectures using Python and Keras library * Understand how GAN models function with the help of theoretical and practical examples * Apply your learnings to become an active contributor to open source GAN applications Book Description Generative Adversarial Networks (GANs) have revolutionized the fields of machine learning and deep learning. This book will be your first step towards understanding GAN architectures and tackling the challenges involved in training them. This book opens with an introduction to deep learning and generative models, and their applications in artificial intelligence (AI). You will then learn how to build, evaluate, and improve your first GAN with the help of easy-to-follow examples. The next few chapters will guide you through training a GAN model to produce and improve high-resolution images. You will also learn how to implement conditional GANs that give you the ability to control characteristics of GAN outputs. You will build on your knowledge further by exploring a new training methodology for progressive growing of GANs. Moving on, you'll gain insights into state-of-the-art models in image synthesis, speech enhancement, and natural language generation using GANs. In addition to this, you'll be able to identify GAN samples with TequilaGAN. By the end of this book, you will be well-versed with the latest advancements in the GAN framework using various examples and datasets, and you will have the skills you need to implement GAN architectures for several tasks and domains, including computer vision, natural language processing (NLP), and audio processing. Foreword by Ting-Chun Wang, Senior Research Scientist, NVIDIA What you will learn * Learn how GANs work and the advantages and challenges of working with them * Control the output of GANs with the help of conditional GANs, using embedding and space manipulation * Apply GANs to computer vision, NLP, and audio processing * Understand how to implement progressive growing of GANs * Use GANs for image synthesis and speech enhancement * Explore the future of GANs in visual and sonic arts * Implement pix2pixHD to turn semantic label maps into photorealistic images Who this book is for This book is for machine learning practitioners, deep learning researchers, and AI enthusiasts who are looking for a perfect mix of theory and hands-on content in order to implement GANs using Keras. Working knowledge of Python is expected.

Discover interesting recipes to help you understand the concepts of object detection, image processing, and facial detection Key Features * Explore the latest features and APIs in OpenCV 4 and build computer vision algorithms * Develop effective, robust, and fail-safe vision for your applications * Build computer vision algorithms with machine learning capabilities Book Description OpenCV is an image and video processing library used for all types of image and video analysis. Throughout the book, you'll work through recipes that implement a variety of tasks, such as facial recognition and detection. With 70 self-contained tutorials, this book examines common pain points and best practices for computer vision (CV) developers. Each recipe addresses a specific problem and offers a proven, best-practice solution with insights into how it works, so that you can copy the code and configuration files and modify them to suit your needs. This book begins by setting up OpenCV, and explains how to manipulate pixels. You'll understand how you can process images with classes and count pixels with histograms. You'll also learn detecting, describing, and matching interest points. As you advance through the chapters, you'll get to grips with estimating projective relations in images, reconstructing 3D scenes, processing video sequences, and tracking visual motion. In the final chapters, you'll cover deep learning concepts such as face and object detection. By the end of the book, you'll be able to confidently implement a range to computer vision algorithms to meet the technical requirements of your complex CV projects What you will learn * Install and create a program using the OpenCV library * Segment images into homogenous regions and extract meaningful objects * Apply image filters to enhance image content * Exploit image geometry to relay different views of a pictured scene * Calibrate the camera from different image observations * Detect people and objects in images using machine learning techniques * Reconstruct a 3D scene from images * Explore face detection using deep learning Who this book is for If you’re a CV developer or professional who already uses or would like to use OpenCV for building computer vision software, this book is for you. You’ll also find this book useful if you’re a C++ programmer looking to extend your computer vision skillset by learning OpenCV.

A comprehensive guide to programming with network sockets, implementing Internet protocols, designing IoT devices, and much more with C Key Features * Leverage your C or C++ programming skills to build powerful network applications * Get to grips with a variety of network protocols that allow you to load web pages, send emails, and do much more * Write portable network code for operating systems such as Windows, Linux, and macOS Book Description Network programming, a challenging topic in C, is made easy to understand with a careful exposition of socket programming APIs. This book gets you started with modern network programming in C and the right use of relevant operating system APIs. This book covers core concepts, such as hostname resolution with DNS, that are crucial to the functioning of the modern web. You’ll delve into the fundamental network protocols, TCP and UDP. Essential techniques for networking paradigms such as client-server and peer-to-peer models are explained with the help of practical examples. You’ll also study HTTP and HTTPS (the protocols responsible for web pages) from both the client and server perspective. To keep up with current trends, you’ll apply the concepts covered in this book to gain insights into web programming for IoT. You’ll even get to grips with network monitoring and implementing security best practices. By the end of this book, you’ll have experience of working with client-server applications, and be able to implement new network programs in C. The code in this book is compatible with the older C99 version as well as the latest C18 and C++17 standards. Special consideration is given to writing robust, reliable, and secure code that is portable across operating systems, including Winsock sockets for Windows and POSIX sockets for Linux and macOS. What you will learn * Uncover cross-platform socket programming APIs * Implement techniques for supporting IPv4 and IPv6 * Understand how TCP and UDP connections work over IP * Discover how hostname resolution and DNS work * Interface with web APIs using HTTP and HTTPS * Acquire hands-on experience with Simple Mail Transfer Protocol (SMTP) * Apply network programming to the Internet of Things (IoT) Who this book is for If you're a developer or a system administrator who wants to enter the world of network programming, this book is for you. Basic knowledge of C programming is assumed.

Learn dynamic programming with Julia to build apps for data analysis, visualization, machine learning, and the web Key Features * Leverage Julia's high speed and efficiency to build fast, efficient applications * Perform supervised and unsupervised machine learning and time series analysis * Tackle problems concurrently and in a distributed environment Book Description Julia offers the high productivity and ease of use of Python and R with the lightning-fast speed of C++. There’s never been a better time to learn this language, thanks to its large-scale adoption across a wide range of domains, including fintech, biotech and artificial intelligence (AI). You will begin by learning how to set up a running Julia platform, before exploring its various built-in types. This Learning Path walks you through two important collection types: arrays and matrices. You’ll be taken through how type conversions and promotions work, and in further chapters you'll study how Julia interacts with operating systems and other languages. You’ll also learn about the use of macros, what makes Julia suitable for numerical and scientific computing, and how to run external programs. Once you have grasped the basics, this Learning Path goes on to how to analyze the Iris dataset using DataFrames. While building a web scraper and a web app, you’ll explore the use of functions, methods, and multiple dispatches. In the final chapters, you'll delve into machine learning, where you'll build a book recommender system. By the end of this Learning Path, you’ll be well versed with Julia and have the skills you need to leverage its high speed and efficiency for your applications. This Learning Path includes content from the following Packt products: * Julia 1.0 Programming - Second Edition by Ivo Balbaert * Julia Programming Projects by Adrian Salceanu What you will learn * Create your own types to extend the built-in type system * Visualize your data in Julia with plotting packages * Explore the use of built-in macros for testing and debugging * Integrate Julia with other languages such as C, Python, and MATLAB * Analyze and manipulate datasets using Julia and DataFrames * Develop and run a web app using Julia and the HTTP package * Build a recommendation system using supervised machine learning Who this book is for If you are a statistician or data scientist who wants a quick course in the Julia programming language while building big data applications, this Learning Path is for you. Basic knowledge of mathematics and programming is a must.

Leverage the power of Python and statistical modeling techniques for building accurate predictive models Key Features * Get introduced to Python's rich suite of libraries for statistical modeling * Implement regression, clustering and train neural networks from scratch * Includes real-world examples on training end-to-end machine learning systems in Python Book Description Python's ease of use and multi-purpose nature has led it to become the choice of tool for many data scientists and machine learning developers today. Its rich libraries are widely used for data analysis, and more importantly, for building state-of-the-art predictive models. This book takes you through an exciting journey, of using these libraries to implement effective statistical models for predictive analytics. You’ll start by diving into classical statistical analysis, where you will learn to compute descriptive statistics using pandas. You will look at supervised learning, where you will explore the principles of machine learning and train different machine learning models from scratch. You will also work with binary prediction models, such as data classification using k-nearest neighbors, decision trees, and random forests. This book also covers algorithms for regression analysis, such as ridge and lasso regression, and their implementation in Python. You will also learn how neural networks can be trained and deployed for more accurate predictions, and which Python libraries can be used to implement them. By the end of this book, you will have all the knowledge you need to design, build, and deploy enterprise-grade statistical models for machine learning using Python and its rich ecosystem of libraries for predictive analytics. What you will learn * Understand the importance of statistical modeling * Learn about the various Python packages for statistical analysis * Implement algorithms such as Naive Bayes, random forests, and more * Build predictive models from scratch using Python's scikit-learn library * Implement regression analysis and clustering * Learn how to train a neural network in Python Who this book is for If you are a data scientist, a statistician or a machine learning developer looking to train and deploy effective machine learning models using popular statistical techniques, then this book is for you. Knowledge of Python programming is required to get the most out of this book.

Design and implement professional-level programs by leveraging modern data structures and algorithms in Rust Key Features * Improve your productivity by writing more simple and easy code in Rust * Discover the functional and reactive implementations of traditional data structures * Delve into new domains of Rust, including WebAssembly, networking, and command-line tools Book Description Rust is a powerful language with a rare combination of safety, speed, and zero-cost abstractions. This Learning Path is filled with clear and simple explanations of its features along with real-world examples, demonstrating how you can build robust, scalable, and reliable programs. You’ll get started with an introduction to Rust data structures, algorithms, and essential language constructs. Next, you will understand how to store data using linked lists, arrays, stacks, and queues. You’ll also learn to implement sorting and searching algorithms, such as Brute Force algorithms, Greedy algorithms, Dynamic Programming, and Backtracking. As you progress, you’ll pick up on using Rust for systems programming, network programming, and the web. You’ll then move on to discover a variety of techniques, right from writing memory-safe code, to building idiomatic Rust libraries, and even advanced macros. By the end of this Learning Path, you’ll be able to implement Rust for enterprise projects, writing better tests and documentation, designing for performance, and creating idiomatic Rust code. This Learning Path includes content from the following Packt products: * Mastering Rust - Second Edition by Rahul Sharma and Vesa Kaihlavirta * Hands-On Data Structures and Algorithms with Rust by Claus Matzinger What you will learn * Design and implement complex data structures in Rust * Create and use well-tested and reusable components with Rust * Understand the basics of multithreaded programming and advanced algorithm design * Explore application profiling based on benchmarking and testing * Study and apply best practices and strategies in error handling * 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 If you are already familiar with an imperative language and now want to progress from being a beginner to an intermediate-level Rust programmer, this Learning Path is for you. Developers who are already familiar with Rust and want to delve deeper into the essential data structures and algorithms in Rust will also find this Learning Path useful.