Leverage the power of Python to collect, process, and mine deep insights from social media data About This Book ? Acquire data from various social media platforms such as Facebook, Twitter, YouTube, GitHub, and more ? Analyze and extract actionable insights from your social data using various Python tools ? A highly practical guide to conducting efficient social media analytics at scale Who This Book Is For If you are a programmer or a data analyst familiar with the Python programming language and want to perform analyses of your social data to acquire valuable business insights, this book is for you. The book does not assume any prior knowledge of any data analysis tool or process. What You Will Learn ? Understand the basics of social media mining ? Use PyMongo to clean, store, and access data in MongoDB ? Understand user reactions and emotion detection on Facebook ? Perform Twitter sentiment analysis and entity recognition using Python ? Analyze video and campaign performance on YouTube ? Mine popular trends on GitHub and predict the next big technology ? Extract conversational topics on public internet forums ? Analyze user interests on Pinterest ? Perform large-scale social media analytics on the cloud In Detail Social Media platforms such as Facebook, Twitter, Forums, Pinterest, and YouTube have become part of everyday life in a big way. However, these complex and noisy data streams pose a potent challenge to everyone when it comes to harnessing them properly and benefiting from them. This book will introduce you to the concept of social media analytics, and how you can leverage its capabilities to empower your business. Right from acquiring data from various social networking sources such as Twitter, Facebook, YouTube, Pinterest, and social forums, you will see how to clean data and make it ready for analytical operations using various Python APIs. This book explains how to structure the clean data obtained and store in MongoDB using PyMongo. You will also perform web scraping and visualize data using Scrappy and Beautifulsoup. Finally, you will be introduced to different techniques to perform analytics at scale for your social data on the cloud, using Python and Spark. By the end of this book, you will be able to utilize the power of Python to gain valuable insights from social media data and use them to enhance your business processes. Style and approach This book follows a step-by-step approach to teach readers the concepts of social media analytics using the Python programming language. To explain various data analysis processes, real-world datasets are used wherever required.

Build, Manage and Improve your infrastructure effortlessly. About This Book ? An up-to-date and comprehensive resource on Terraform that lets you quickly and efficiently launch your infrastructure ? Learn how to implement your infrastructure as code and make secure, effective changes to your infrastructure ? Learn to build multi-cloud fault-tolerant systems and simplify the management and orchestration of even the largest scale and most complex cloud infrastructures Who This Book Is For This book is for developers and operators who already have some exposure to working with infrastructure but want to improve their workflow and introduce infrastructure as a code practice. Knowledge of essential Amazon Web Services components (EC2, VPC, IAM) would help contextualize the examples provided. Basic understanding of Jenkins and Shell *s will be helpful for the chapters on the production usage of Terraform. What You Will Learn ? Understand what Infrastructure as Code (IaC) means and why it matters ? Install, configure, and deploy Terraform ? Take full control of your infrastructure in the form of code ? Manage complete infrastructure, starting with a single server and scaling beyond any limits ? Discover a great set of production-ready practices to manage infrastructure ? Set up CI/CD pipelines to test and deliver Terraform stacks ? Construct templates to simplify more complex provisioning tasks In Detail Terraform is a tool used to efficiently build, configure, and improve the production infrastructure. It can manage the existing infrastructure as well as create custom in-house solutions. This book shows you when and how to implement infrastructure as a code practices with Terraform. It covers everything necessary to set up the complete management of infrastructure with Terraform, starting with the basics of using providers and resources. It is a comprehensive guide that begins with very small infrastructure templates and takes you all the way to managing complex systems, all using concrete examples that evolve over the course of the book. The book ends with the complete workflow of managing a production infrastructure as code—this is achieved with the help of version control and continuous integration. The readers will also learn how to combine multiple providers in a single template and manage different code bases with many complex modules. It focuses on how to set up continuous integration for the infrastructure code. The readers will be able to use Terraform to build, change, and combine infrastructure safely and efficiently. Style and approach This book will help and guide you to implement Terraform in your infrastructure. The readers will start by working on very small infrastructure templates and then slowly move on to manage complex systems, all by using concrete examples that will evolve during the course of the book.

This book is your guide to exploring the possibilities in the field of deep learning, making use of Google's TensorFlow. You will learn about convolutional neural networks, and logistic regression while training models for deep learning to gain key insights into your data. About This Book ? Explore various possibilities with deep learning and gain amazing insights from data using Google’s brainchild-- TensorFlow ? Want to learn what more can be done with deep learning? Explore various neural networks with the help of this comprehensive guide ? Rich in concepts, advanced guide on deep learning that will give you background to innovate in your environment Who This Book Is For If you are a data scientist who performs machine learning on a regular basis, are familiar with deep neural networks, and now want to gain expertise in working with convoluted neural networks, then this book is for you. Some familiarity with C++ or Python is assumed. What You Will Learn ? Set up your computing environment and install TensorFlow ? Build simple TensorFlow graphs for everyday computations ? Apply logistic regression for classification with TensorFlow ? Design and train a multilayer neural network with TensorFlow ? Intuitively understand convolutional neural networks for image recognition ? Bootstrap a neural network from simple to more accurate models ? See how to use TensorFlow with other types of networks ? Program networks with SciKit-Flow, a high-level interface to TensorFlow In Detail Dan Van Boxel’s Deep Learning with TensorFlow is based on Dan’s best-selling TensorFlow video course. With deep learning going mainstream, making sense of data and getting accurate results using deep networks is possible. Dan Van Boxel will be your guide to exploring the possibilities with deep learning; he will enable you to understand data like never before. With the efficiency and simplicity of TensorFlow, you will be able to process your data and gain insights that will change how you look at data. With Dan’s guidance, you will dig deeper into the hidden layers of abstraction using raw data. Dan then shows you various complex algorithms for deep learning and various examples that use these deep neural networks. You will also learn how to train your machine to craft new features to make sense of deeper layers of data. In this book, Dan shares his knowledge across topics such as logistic regression, convolutional neural networks, recurrent neural networks, training deep networks, and high level interfaces. With the help of novel practical examples, you will become an ace at advanced multilayer networks, image recognition, and beyond. Style and Approach This book is your go-to guide to becoming a deep learning expert in your organization. Dan helps you evaluate common and not-so-common deep neural networks with the help of insightful examples that you can relate to, and show how they can be exploited in the real world with complex raw data.

This book covers the fundamentals of machine learning with Python in a concise and dynamic manner. It covers data mining and large-scale machine learning using Apache Spark. About This Book ? Take your first steps in the world of data science by understanding the tools and techniques of data analysis ? Train efficient Machine Learning models in Python using the supervised and unsupervised learning methods ? Learn how to use Apache Spark for processing Big Data efficiently Who This Book Is For If you are a budding data scientist or a data analyst who wants to analyze and gain actionable insights from data using Python, this book is for you. Programmers with some experience in Python who want to enter the lucrative world of Data Science will also find this book to be very useful, but you don't need to be an expert Python coder or mathematician to get the most from this book. What You Will Learn ? Learn how to clean your data and ready it for analysis ? Implement the popular clustering and regression methods in Python ? Train efficient machine learning models using decision trees and random forests ? Visualize the results of your analysis using Python’s Matplotlib library ? Use Apache Spark’s MLlib package to perform machine learning on large datasets In Detail Join Frank Kane, who worked on Amazon and IMDb’s machine learning algorithms, as he guides you on your first steps into the world of data science. Hands-On Data Science and Python Machine Learning gives you the tools that you need to understand and explore the core topics in the field, and the confidence and practice to build and analyze your own machine learning models. With the help of interesting and easy-to-follow practical examples, Frank Kane explains potentially complex topics such as Bayesian methods and K-means clustering in a way that anybody can understand them. Based on Frank’s successful data science course, Hands-On Data Science and Python Machine Learning empowers you to conduct data analysis and perform efficient machine learning using Python. Let Frank help you unearth the value in your data using the various data mining and data analysis techniques available in Python, and to develop efficient predictive models to predict future results. You will also learn how to perform large-scale machine learning on Big Data using Apache Spark. The book covers preparing your data for analysis, training machine learning models, and visualizing the final data analysis. Style and approach This comprehensive book is a perfect blend of theory and hands-on code examples in Python which can be used for your reference at any time.

Mastering Drupal can lead to a mighty website - discover what Drupal 8 can really do with hidden techniques, best practices, and more! About This Book ? The most up-to-date advanced practical guide on Drupal 8 with an in-depth look at all the advanced new features such as authoring, HTML markup, built-in web services, and more ? If you are looking to dive deep into Drupal 8 and create industry-standard web apps, then this is the ideal book for you ? All the code and examples are explained in great detail to help you in the development process Who This Book Is For This book is ideally suited to web developers, designers, and web administrators who want to dive deep into Drupal. Previous experience with Drupal is a must to unleash the full potential of this book. What You Will Learn ? Discover how to better manage content using custom blocks and views ? Display content in multiple ways, taking advantage of display modes ? Create custom modules with YAML and Symfony 2 ? Easily translate content using the new multilingual capabilities ? Use RESTful services and JavaScript frameworks to build headless websites ? Manage Drupal configuration from one server to another easily In Detail Drupal is an open source content management system trusted by governments and organizations around the globe to run their websites. It brings with it extensive content authoring tools, reliable performance, and a proven track record of security. The community of more than 1,000,000 developers, designers, editors, and others have developed and maintained a wealth of modules, themes, and other add-ons to help you build a dynamic web experience. Drupal 8 is the latest release of the Drupal built on the Symfony2 framework. This is the largest change to the Drupal project in its history. The entire API of Drupal has been rebuilt using Symfony and everything from the administrative UI to themes to custom module development has been affected. This book will cover everything you need to plan and build a complete website using Drupal 8. It will provide a clear and concise walkthrough of the more than 200 new features and improvements introduced in Drupal core. In this book, you will learn advanced site building techniques, create and modify themes using Twig, create custom modules using the new Drupal API, explore the new REST and Multilingual functionality, import, and export Configuration, and learn how to migrate from earlier versions of Drupal. Style and approach This book takes a practical approach with equal emphasis on examples and illustrative screenshots.

This unique book provides you with a wealth of tips, tricks, best practices, and answers to the day-to-day questions that programmers face in their careers. It is split into three parts: Coder Skills, Freelancer Skills, and Career Skills, providing the knowledge you need to get ahead in programming. About This Book ? Over 50 essays with practical advice on improving your programming career ? Practical focus gives solutions to common problems, and methods to become a better coder ? Includes advice for existing programmers and those wanting to begin a career in programming Who This Book Is For This book is useful for programmers of any ability or discipline. It has advice for those thinking about beginning a career in programming, those already working as a fully employed programmer, and for those working as freelance developers. What You Will Learn ? Improve your soft skills to become a better and happier coder ? Learn to be a better developer ? Grow your freelance development business ? Improve your development career ? Learn the best approaches to breaking down complex topics ? Have the confidence to charge what you're worth as a freelancer ? Succeed in developer job interviews In Detail This is an all-purpose toolkit for your programming career. It has been built by Jordan Hudgens over a lifetime of coding and teaching coding. It helps you identify the key questions and stumbling blocks that programmers encounter, and gives you the answers to them! It is a comprehensive guide containing more than 50 insights that you can use to improve your work, and to give advice in your career. The book is split up into three topic areas: Coder Skills, Freelancer Skills, and Career Skills, each containing a wealth of practical advice. Coder Skills contains advice for people starting out, or those who are already working in a programming role but want to improve their skills. It includes such subjects as: how to study and understand complex topics, and getting past skill plateaus when learning new languages. Freelancer Skills contains advice for developers working as freelancers or with freelancers. It includes such subjects as: knowing when to fire a client, and tips for taking over legacy applications. Career Skills contains advice for building a successful career as a developer. It includes such subjects as: how to improve your programming techniques, and interview guides and developer salary negotiation strategies. Style and approach This unique book provides over 50 insightful essays full of practical advice for improving your programming career. The book is split into three broad sections covering different aspects of a developer's career. Each essay is self-contained and can be read individually, or in chunks.

Rachel de Luca’s uncanny sense of perception is the key to her success as a self-help celebrity. Even before she regained her sight, she had a gift for seeing people’s most carefully hidden secrets. But the secret she shares with Detective Mason Brown is one she has promised to keep. As for Mason, he sees Rachel more clearly than she’d like to admit. After a single night of adrenaline-fueled passion, they have agreed to keep their distance—until a string of murders brings them together again. Mason thinks that he can protect everyone he loves, including Rachel, by taking them to a winter hideaway, but danger follows them up the mountain. As guests disappear from the snowbound resort, the race to find the murderer intensifies. Rachel knows she’s a target. Will acknowledging her feelings for Mason destroy her—or save them both and stop a killer?

What if your devastating breakup became this summer’s hit single? In this rock-and-roll retelling of Jane Austen’s Persuasion, music can either bring you together or tear you apart. At her dying mother’s request, Claire dumps Jared, the only boy she’s ever loved. Left with a broken family and a broken heart, Claire is furious when she discovers that her biggest regret became Jared’s big break. While Jared is catapulted into rock-star status, another piece of Claire’s heart crumbles every time his song plays on the radio. The summer after her senior year, it’s been months since the big breakup, and Claire is just trying to keep her head down and make it through a tense trip to the beach with her family. But when Jared shows up, and old feelings reignite, can Claire and Jared let go of the past? Or will they be stuck singing the same old refrain.

Jack Dandy didn’t become prince of the London underworld at barely twenty-one by being soft-hearted, even if a certain girl in a steel corset has wormed her way into his affections of late. He knows how to manipulate charm and rob people blind. And if his criminal activities embarrass his aristocratic father, so much the better. So when a friend of Jack’s father hires him for an underhanded job, Jack is happy to oblige—for an outrageous fee, of course. Delivering a mysterious crate seems like an easy task—until Jack realizes just what is inside… Don’t miss the conclusion to Jack’s escapade in The Girl with the Iron Touch by Kady Cross, available now

After surviving a triumph-turned-tragedy in New York City, Jasper is determined to secure a happier future with his gifted band of friends. So when the group’s mechanical genius Emily is abducted, he’ll plunge into England’s darkest places to rescue her…. But his old flame Wildcat is turning London town upside down to find her missing sister, and Jasper finds the attraction between himself and the fierce beauty as tempting and dangerous as ever. Their trail leads deep into the city’s most unusual circus. Soon, Jasper will find his loyalties— and future—tested more than he could ever imagine…. And don’t miss Jasper’s continuing exploits in The Girl with the Iron Touch by Kady Cross available now

A forbidden love? Ginny has come to Manhattan expecting to find the father she never knew. Instead she finds Jake Vanbrugh–his son! Jake is the most arresting man, and when Ginny discovers the instant attraction is mutual, she knows she's in deep trouble. Somehow she has to keep her true identity a secret until Jake leads her to the man she's come to see. But will Ginny be able to control her forbidden feelings for Jake–and keep his avid attentions at bay? It seems impossible and also imperative–but then, Ginny doesn't know the whole truth about Jake….

Marriage Ties Once smitten, twice wed. She still loved him–but could she marry him again? When Clay Saunders finally realized that his adventurous life-style was no substitute for his ex-wife and son, it was too late. Rebecca was all set to marry the reliable new man in her life. Clay, she decided, would just have to accept that he'd lost her forever… Then she made the fatal mistake of taking him back for a spell while he recovered from an accident. Playing the perfect patient, Clay began his campaign to win her back! Six-year-old Jimmy clearly wanted his daddy to stay for good. Could Rebecca be persuaded to give him another chance, too? The four Kelleher women, bound together by family and love.

Develop deep neural networks in Theano with practical code examples for image classification, machine translation, reinforcement agents, or generative models. About This Book ? Learn Theano basics and evaluate your mathematical expressions faster and in an efficient manner ? Learn the design patterns of deep neural architectures to build efficient and powerful networks on your datasets ? Apply your knowledge to concrete fields such as image classification, object detection, chatbots, machine translation, reinforcement agents, or generative models. Who This Book Is For This book is indented to provide a full overview of deep learning. From the beginner in deep learning and artificial intelligence, to the data scientist who wants to become familiar with Theano and its supporting libraries, or have an extended understanding of deep neural nets. Some basic skills in Python programming and computer science will help, as well as skills in elementary algebra and calculus. What You Will Learn ? Get familiar with Theano and deep learning ? Provide examples in supervised, unsupervised, generative, or reinforcement learning. ? Discover the main principles for designing efficient deep learning nets: convolutions, residual connections, and recurrent connections. ? Use Theano on real-world computer vision datasets, such as for digit classification and image classification. ? Extend the use of Theano to natural language processing tasks, for chatbots or machine translation ? Cover artificial intelligence-driven strategies to enable a robot to solve games or learn from an environment ? Generate synthetic data that looks real with generative modeling ? Become familiar with Lasagne and Keras, two frameworks built on top of Theano In Detail This book offers a complete overview of Deep Learning with Theano, a Python-based library that makes optimizing numerical expressions and deep learning models easy on CPU or GPU. The book provides some practical code examples that help the beginner understand how easy it is to build complex neural networks, while more experimented data scientists will appreciate the reach of the book, addressing supervised and unsupervised learning, generative models, reinforcement learning in the fields of image recognition, natural language processing, or game strategy. The book also discusses image recognition tasks that range from simple digit recognition, image classification, object localization, image segmentation, to image captioning. Natural language processing examples include text generation, chatbots, machine translation, and question answering. The last example deals with generating random data that looks real and solving games such as in the Open-AI gym. At the end, this book sums up the best -performing nets for each task. While early research results were based on deep stacks of neural layers, in particular, convolutional layers, the book presents the principles that improved the efficiency of these architectures, in order to help the reader build new custom nets. Style and approach It is an easy-to-follow example book that teaches you how to perform fast, efficient computations in Python. Starting with the very basics-NumPy, installing Theano, this book will take you to the smooth journey of implementing Theano for advanced computations for machine learning and deep learning.

Never mess with the Queen Bee! In high school, popularity can mean everything – especially when you don’t have it. This collection of four young adult novels tackles the ups and downs of climbing the slippery high school social ladder with sharp biting humour, powerful emotion and characters that every teenage girl will relate to! Featuring New Girl and Here Lies Bridget by Paige Harbison, Confessions of an Angry Girl by Louise Rozett and Speechless by Hannah Harrington

If street magic was easy, everyone would be doing it. I’m Domino Riley, an enforcer for Shanar Rashan. Like most mob bosses in L.A., he’s a powerful sorcerer, battling for control of the city, gathering up the magic of violent and powerful emotions and storing it for his own use. Rashan saved me from the streets and made me his lieutenant. You could say I’m his go-to girl. Recently, a fellow gangster was ritually executed, and now I have to find out which of Rashan’s enemies was behind it—and why. The cryptic messages I’m getting from the Beyond tell me it wasn’t a simple hit. With the bodies piling up, I need to win an occult gang war, take out the supernatural traitor within our outfit, and, oh yeah, deal with the mixed messages I’m getting from the boss’s son… MOB RULES

His only chance to be a father… Navy SEAL captain Nikos Vassalos is a shell of the man he once was. Tortured by PTSD, he isolates himself on his luxury yacht. But his bitter solitude is interrupted–by a heavily pregnant woman who tells him he's about to be a dad! Putting her own deep-rooted fears of rejection aside, Stephanie Marsh is determined that her baby will know its father. Only this cold, suspicious Nikos is not the man she once fell for. Will the tiny miracle growing inside her help them find the happy ending they both deserve–together?

The Sheriff’s Second Chance She’d left him to pursue her dreams right after high school, but now Caitlyn Cavanaugh is back. Deputy Sheriff Nathan Jeffries doesn’t know what to do, but it’s his job to rescue this damsel in distress from a series of minor mishaps. The single dad’s strategy: keep it professional and don’t fall for Caitie again!

Need a virtual PA? Then Polly Jones is your girl! Polly Jones is taken aback when a new client asks her to investigate the Robertson family business in Devon, after all, a ‘virtual assistant’ doesn’t usually leave their home office! But she needs the work – and less proximity to an endless supply of tea and biscuits can only be a good thing right? So she sets off, with energetic puppy Rosie close by her side. Polly’s new job isn’t quite in her comfort zone… Arriving in the small fishing village where everyone knows everyone’s business, any upsides (all those yummy scones and clotted cream) of course have their downside - she’s completely forgotten to pack her sea legs, and the temptingly handsome Will Robertson is making her job difficult at every turn. It’s so much easier to keep things strictly professional in the virtual world – but with no e-mail to hide behind Polly must admit that Will’s smile is incredibly, deliciously distracting… Praise for Jennifer Bohnet '…it was such a lovely, sweet read that I didn’t want to end!' - Chick Lit Reviews 'What a sweet romance, set by the seaside, starring appealing characters, namely likeable Polly, mysterious Daniel and hunky Will. An intriguing plot with a satisfying ending.' - The Virtual Bookcase

Magic has a price—and for Amber Sarga it’s days and years off her life. Each curse she breaks ages her—and the bigger the curse the bigger the cost, and not only to her. That’s why she hides away and has vowed not to get involved again… That’s why she hates looking in a mirror… And then an ill-fated stranger arrives. Rafe Davail doesn’t believe in curses—not even knowing that in his family every first son dies young. Amber offers guidance but she won’t break the curse. Still, as she grows closer to Rafe and discovers the secrets of their pasts, she wonders if for this time, this man, she should risk it all… .

Build DIY wireless projects using the Raspberry Pi Zero W board About This Book ? Explore the functionalities of the Raspberry Pi Zero W with exciting projects ? Master the wireless features (and extend the use cases) of this $10 chip ? A project-based guide that will teach you to build simple yet exciting projects using the Raspberry Pi Zero W board Who This Book Is For If you are a hobbyist or an enthusiast and want to get your hands on the latest Raspberry Pi Zero W to build exciting wireless projects, then this book is for you. Some prior programming knowledge, with some experience in electronics, would be useful. What You Will Learn ? Set up a router and connect Raspberry Pi Zero W to the internet ? Create a two-wheel mobile robot and control it from your Android device ? Build an automated home bot assistant device ? Host your personal website with the help of Raspberry Pi Zero W ? Connect Raspberry Pi Zero to speakers to play your favorite music ? Set up a web camera connected to the Raspberry Pi Zero W and add another security layer to your home automation In Detail The Raspberry Pi has always been the go–to, lightweight ARM-based computer. The recent launch of the Pi Zero W has not disappointed its audience with its $10 release. "W" here stands for Wireless, denoting that the Raspberry Pi is solely focused on the recent trends for wireless tools and the relevant use cases. This is where our book—Raspberry Pi Zero W Wireless Projects—comes into its own. Each chapter will help you design and build a few DIY projects using the Raspberry Pi Zero W board. First, you will learn how to create a wireless decentralized chat service (client-client) using the Raspberry Pi's features?. Then you will make a simple two-wheel mobile robot and control it via your Android device over your local Wi-Fi network. Further, you will use the board to design a home bot that can be connected to plenty of devices in your home. The next two projects build a simple web streaming security layer using a web camera and portable speakers that will adjust the playlist according to your mood. You will also build a home server to host files and websites using the board. Towards the end, you will create free Alexa voice recognition software and an FPV Pi Camera, which can be used to monitor a system, watch a movie, spy on something, remotely control a drone, and more. By the end of this book, you will have developed the skills required to build exciting and complex projects with Raspberry Pi Zero W. Style and approach A step-by-step guide that will help you design and create simple yet exciting projects using the Raspberry Pi Zero W board.

風──創作路，多風暴；風眼中，看平靜。 花──風旅中，遇花海；學種花，孕新生。 雪──花落時，雪堵路；寒道裡，享甘薯。 月──雪告別，前路明；月照下，見新遊。 作者在書中以自然之景──風、花、雪、月為幹，既說一己的創作歷程，又細說對人世間的萬事萬物的觀察，體現作者的觀點與視覺。 綣綣塵世間，我們會遇到風雨，但風雨過後，得享霎時平靜，柳暗花明，未至絕路。碰到寒雪堵路，調整心境，實是享甘薯的好時光。人生有高有低，或臨絕處卻又逢生。作者欲藉文、圖道出的，正是此理。 此作以清新的繪圖為主，配以精簡的文字，感悟各式各樣人生小道理，讓讀者在閱讀之時，享受一刻的清泉，澄明身心。 內文範例： 同生同等。 兒時，我無聊跳高伸手蜻蜓，但牠總會飛高來欺負我； 當時我還無知地認為長高後，牠就難逃我的魔掌。 今天，牠就在我身邊飛過，當然人大了， 我沒伸出那頑皮手來捉牠。 因我明白，不是現在我的高度足以捉到牠， 而是牠因快下雨而低飛。 我早就不應跟牠比較高低，即使現在我能力比牠高，亦不等於我就要向牠施展魔爪， 因從沒有誰想打倒誰，而是本身就是應該共存。