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 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.

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.

Learn everything you need to build highly scalable, robust web applications using Angular release 4 About This Book ? Apply best practices and design patterns to achieve higher scalability in your Angular applications ? Understand the latest features of Angular and create your own components ? Get acquainted with powerful, advanced techniques in Angular to build professional web applications Who This Book Is For This book is for JavaScript developers with some prior exposure to Angular, at least through basic examples. We assume that you’ve got working knowledge of HTML, CSS, and JavaScript. What You Will Learn ? Implement asynchronous programming using Angular ? Beautify your application with the UI components built to the material design specification ? Secure your web application from unauthorized users ? Create complex forms, taking full advantage of 2-way data binding ? Test your Angular applications using the Jasmine and Protractor frameworks for better efficiency ? Learn how to integrate Angular with Bootstrap to create compelling web applications ? Use Angular built-in classes to apply animation in your app In Detail Got some experience of Angular under your belt? Want to learn everything about using advanced features for developing websites? This book is everything you need for the deep understanding of Angular that will set you apart from the developer crowd. Angular has introduced a new way to build applications. Creating complex and rich web applications, with a lighter resource footprint, has never been easier or faster. Angular is now at release 4, with significant changes through previous versions. This book has been written and tested for Angular release 4. Angular is a mature technology, and you'll likely have applications built with earlier versions. This book starts by showing you best practices and approaches to migrating your existing Angular applications so that you can be immediately up-to-date. You will take an in-depth look at components and see how to control the user journey in your applications by implementing routing and navigation. You will learn how to work with asynchronous programming by using Observables. To easily build applications that look great, you will learn all about template syntax and how to beautify applications with Material Design. Mastering forms and data binding will further speed up your application development time. Learning about managing services and animations will help you to progressively enhance your applications. Next you’ll use native directives to integrate Bootstrap with Angular. You will see the best ways to test your application with the leading options such as Jasmine and Protractor. At the end of the book, you’ll learn how to apply design patterns in Angular, and see the benefits they will bring to your development. Style and approach This book provides comprehensive coverage of all aspects of development with Angular. You will learn about all the most powerful Angular concepts, with examples and best practices. This book is everything you need for the deep understanding of Angular that will set you apart from the developer crowd.

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.

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.

Pilgrim Cove—where love can be as powerful as the ocean next door. On the surface, Pilgrim Cove seems like any other coastal town. Picturesque and peaceful with long stretches of unspoiled beach, fresh ocean breezes and the sense of time passing slowly. However…. …only in Pilgrim Cove live a group of friends called the ROMEOs whose sole aim to take care of the town. …only in Pilgrim Cove stands a unique house right on the beach. Sea View House. A very special place—some say magical—to the people who reside there each season. …and only in Pilgrim Cove, are strangers welcomed while everyone else takes a front row seat as a love story unfolds. No Ordinary Summer is the second of the four-book Pilgrim Cove series. Fun is what Shelley Anderson is trying to provide for her two young children when she rents the first floor of Sea View House a year after a painful divorce. The kids haven’t been adjusting well, and the house is perfect. She’s not sure about perfection, however, after she meets Daniel Stone, the man who’s renting the top floor of the house. A man who’s trying to find his balance after losing his wife. Her neighbor definitely wants to be left alone. He’s less than thrilled by the instant rapport between his beautiful golden retriever and her two active kids. And he’s definitely shaken by the rapport that springs up between himself and Shelley. When Shelley’s ex shows up, threatening to take the kids, Shelley must protect her little family while also protecting her budding happiness with Dan. With their painful pasts, will Shelley and Daniel find the courage to love again? It’s a question only they can answer.

MARRIAGE IS NOT HER MISSION Escaping a society wedding, Annabelle Baldwin followed her heart to Liberia to pursue her calling as a missionary. But when an attempted kidnapping lands her under the protection of Stewart Hastings, Anna’s journey takes a new turn. The wounded war veteran needs a guide through the jungle. It’s a job the under-funded missionary can’t refuse, despite the feelings Stewart stirs in her guarded heart. Stewart knows he won't succeed without Anna’s expertise. And when danger puts her life at risk, he realizes he cannot live without Anna by his side. But what will it take for a man who has lost his faith to capture the heart of a woman who lives for hers?

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

Once touched… Marisa Somerville has changed. Now a confident, groomed, successful businesswoman, she’s nothing like the scared wife of an abusive husband that Rafe Peveril survived a plane crash with six years ago. Never forgotten… She has a different name, but he’d know those siren green eyes, and lush lips anywhere. Yet she insists they’ve never met and Rafe wants to know why. She might deny knowing him but she can’t deny how she responds to his touch…

HER LIFE IS ON THE LINE For a year, U.S. Marshal Hunter Davis has protected witness Annie Delacorte and her toddler daughter. But now, someone is determined to stop Annie from testifying against the men who killed her husband. To guard Annie, by-the-book Hunter will have to break a promise to himself: to not get emotionally involved. After all, he already cares more deeply than he ever imagined for the sweet family of two . . . a family he’ll do anything to keep safe and sound by his side. Witness Protection: Hiding in plain sight.

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!

‘A compelling new fantasy series.’- SFX on Sea Glass ‘Snyder delivers another excellent adventure.’ - Publishers Weekly 'Spellbinding romantic adventure that will leave readers salivating for the next book in the series.’-USA Today on Touch of Power-USA TODAY THE FINAL BATTLE BEGINS… Powerful healer Avry knows hardship and trouble. She fought a plague and survived. She took on corrupt King Tohon and defeated him. But now her true love, Kerrick, is missing and Avry fears he’s gone forever. Yet she faces a more immediate – and deadly – threat. The Skeleton King plots to claim the Fifteen Realms for his own. With the territories’ armies in disarray and the dead not staying dead, Avry’s powers are needed now more than ever. Torn between love and loyalty, she must choose her path carefully. For the future of Avry’s world depends on her decision…

A mother for his son - Dedicated consultant and devoted single dad Hamish Adams is teh heartthrob of the emergency room. Hamish's life is a nonstop juggling act. Between caring for his young son and managing his demanding job, Hamish has no time for women. For the sake of his heart, and his child, that's how he intends to stay. That is, until beautiful nurse Charlotte Porter whirls into their lives! Vivacious, caring Charlotte is just what Jamish and little Cameron need. With Charlotte by their side, Hamish knows they would make a perfect family. But first he must put his heart on the line and ask Charlotte to be his wife.

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… .

Ella Stewart had found a kindred spirit in Clay Baldwin. He listened when she spoke, he was there when she needed him, he respected her—and he was down on his luck, just like she was. Except Clay hadn't exactly told her that he wasn't at all poor and that he was, in fact, a wealthy businessman. But to find true love, wasn't it worth telling one little white lie?

For former private investigator Dana Miller, there can be no peace of mind until she finds the person who killed her husband. Now a single mother to three boys, Dana wants closure. But it turns out she’ll need to form an alliance with the man she holds responsible for the death. And uncovering answers may mean bringing down the program her husband believed in. Rick Sanchez has no intention of letting Dana destroy all the good he and Ken Miller worked for. As he and Dana try to learn the truth about what happened, he discovers that he and his old friend have something else in common – an undeniable attraction toward this intrepid, high-spirited woman who fights for the people she loves.

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?