Whether you’re an intermediate-level Python programmer or a student of computational modeling, you’ll delve into examples of complex systems through a series of exercises, case studies, and easy-to-understand explanations.You’ll work with graphs, algorithm analysis, scale-free networks, and cellular automata, using advanced features that make Python such a powerful language. Ideal as a text for courses on Python programming and algorithms, Think Complexity will also help self-learners gain valuable experience with topics and ideas they might not encounter otherwise.Work with NumPy arrays and SciPy methods, basic signal processing and Fast Fourier Transform, and hash tablesStudy abstract models of complex physical systems, including power laws, fractals and pink noise, and Turing machinesGet starter code and solutions to help you re-implement and extend original experiments in complexityExplore the philosophy of science, including the nature of scientific laws, theory choice, realism and instrumentalism, and other topicsExamine case studies of complex systems submitted by students and readers

    Major retailers are predicting everything from when their customers are pregnant to when they want a new pair of Chuck Taylors. It's a brave new world where seemingly meaningless data can be transformed into valuable insight to drive smart business decisions.But how does one exactly do data science? Do you have to hire one of these priests of the dark arts, the "data scientist," to extract this gold from your data? Nope.Data science is little more than using straight-forward steps to process raw data into actionable insight. And in Data Smart, author and data scientist John Foreman will show you how that's done within the familiar environment of a spreadsheet. Why a spreadsheet? It's comfortable! You get to look at the data every step of the way, building confidence as you learn the tricks of the trade. Plus, spreadsheets are a vendor-neutral place to learn data science without the hype. But don't let the Excel sheets fool you. This is a book for those serious about learning the analytic techniques, the math and the magic, behind big data.Each chapter will cover a different technique in a spreadsheet so you can follow along: - Mathematical optimization, including non-linear programming and genetic algorithms- Clustering via k-means, spherical k-means, and graph modularity- Data mining in graphs, such as outlier detection- Supervised AI through logistic regression, ensemble models, and bag-of-words models- Forecasting, seasonal adjustments, and prediction intervals through monte carlo simulation- Moving from spreadsheets into the R programming languageYou get your hands dirty as you work alongside John through each technique. But never fear, the topics are readily applicable and the author laces humor throughout. You'll even learn what a dead squirrel has to do with optimization modeling, which you no doubt are dying to know.

    In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today’s messy glut of data holds answers to questions no one’s even thought to ask. This book provides you with the know-how to dig those answers out. Get a crash course in Python Learn the basics of linear algebra, statistics, and probability—and understand how and when they're used in data science Collect, explore, clean, munge, and manipulate data Dive into the fundamentals of machine learning Implement models such as k-nearest Neighbors, Naive Bayes, linear and logistic regression, decision trees, neural networks, and clustering Explore recommender systems, natural language processing, network analysis, MapReduce, and databases

    The coverage also features learning aids.

     Is it possible to: - Influence reality with the power of thought? - Push into the universal mind, vastly increasing your intelligence? - Easily reach peak states for real, breakthrough spiritual experiences? Indeed and much more. This is not just another fuzzy New Age book about a magical, vague 'sixth sense'. Igniting the Sixth Sense deals with the magnetic sense that allows birds, whales, bees and many other animals to detect and use magnetic fields in ways that seem impossible for humans. Yet, we possess this same natural ability. What happens if you combine a modern human with an active, magnetic sensory? They display skills and abilities that seem, at times, super-human. Eric Pepin, the #1 spiritual Amazon bestselling author of Meditation within Eternity and The Handbook of the Navigator, takes you on a journey where you will discover: * How to access a larger memory beyond your own; the Akashic Records * Discover the method of magnetic prana attraction that makes the entire Universe react to who you are and what you want * How to enhance every mind, body and spiritual technique you practice. Including meditation, martial arts and more * The 15 minute miracle that gives you nearly unlimited amounts of energy * How to create a 'psychic buffer' so you aren't overwhelmed, harmed or influenced by the energy and thoughts of others * Learn the secret to programming your own energy field And that's just the beginning. There are 280 pages worth, packed with in-depth knowledge and effective techniques you can easily apply. It's all here, and it works.

    An expedition is mounted to the deepest parts of the Amazon in search of the unknown. A team of researchers travels down remote tributaries and treks through dense jungle terrain in search of creatures long thought to be extinct. It isn’t long before they realize that certain remnants of the primeval past have managed to survive into current times.

    It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It's ideal for analysts new to Python and for Python programmers new to scientific computing.Use the IPython interactive shell as your primary development environmentLearn basic and advanced NumPy (Numerical Python) featuresGet started with data analysis tools in the pandas libraryUse high-performance tools to load, clean, transform, merge, and reshape dataCreate scatter plots and static or interactive visualizations with matplotlibApply the pandas groupby facility to slice, dice, and summarize datasetsMeasure data by points in time, whether it's specific instances, fixed periods, or intervalsLearn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

    This book not only examines content creation and the concepts behind development, but it also give readers a background on the evolution of game development and how it has become what it is today. GAME DEVELOPMENT ESSENTIALS also includes chapters on project management, development team roles and responsibilities, development cycle, marketing, maintenance, and the future of game development. With the same engaging writing style and examples that made the first two editions so popular, this new edition features all the latest games and game technology. Coverage of new game-related technology, development techniques, and the latest research in the field make this an invaluable resource for anyone entering the exciting, competitive, ever-changing world of game development.

    For anyone who has ever wondered how computers solve problems, an engagingly written guide for nonexperts to the basics of computer algorithms.

    Ideal for processing large datasets, the Apache Hadoop framework is an open source implementation of the MapReduce algorithm on which Google built its empire. This comprehensive resource demonstrates how to use Hadoop to build reliable, scalable, distributed systems: programmers will find details for analyzing large datasets, and administrators will learn how to set up and run Hadoop clusters. Complete with case studies that illustrate how Hadoop solves specific problems, this book helps you:Use the Hadoop Distributed File System (HDFS) for storing large datasets, and run distributed computations over those datasets using MapReduce Become familiar with Hadoop's data and I/O building blocks for compression, data integrity, serialization, and persistence Discover common pitfalls and advanced features for writing real-world MapReduce programs Design, build, and administer a dedicated Hadoop cluster, or run Hadoop in the cloud Use Pig, a high-level query language for large-scale data processing Take advantage of HBase, Hadoop's database for structured and semi-structured data Learn ZooKeeper, a toolkit of coordination primitives for building distributed systems If you have lots of data -- whether it's gigabytes or petabytes -- Hadoop is the perfect solution. Hadoop: The Definitive Guide is the most thorough book available on the subject. "Now you have the opportunity to learn about Hadoop from a master-not only of the technology, but also of common sense and plain talk." -- Doug Cutting, Hadoop Founder, Yahoo!

    That distinction belongs to Gosnell's Babies." — Alexander Nazaryan, The Atlantic Wire"Very well written ... A must-read for anybody who followed this case." — Jake Tapper, CNNIn this chilling tale set against the backdrop of one of the most controversial issues of our times, award-winning journalist Steve Volk tells the decades-long saga of Kermit Gosnell — the abortion doctor whose clinic in a poor section of Philadelphia was revealed to be a house of horrors.Volk — the only journalist to speak to Gosnell since his conviction and imprisonment — brings the eccentric doctor to life, detailing his past in the early days of the abortion-rights movement and getting him to reveal, for the first time ever, why he did what he did. Was Gosnell a monster, or something else?Volk's powerful storytelling gives us a definitive understanding of a complex character, a horrific case, and a divisive issue.

    What You Will Learn - Write clean and maintainable code - Create reusable components applying consolidated techniques - Use React effectively in the browser and node - Choose the right styling approach according to the needs of the applications - Use server-side rendering to make applications load faster - Build high-performing applications by optimizing components In Detail Taking a complete journey through the most valuable design patterns in React, this book demonstrates how to apply design patterns and best practices in real-life situations, whether that's for new or already existing projects. It will help you to make your applications more flexible, perform better, and easier to maintain - giving your workflow a huge boost when it comes to speed without reducing quality. We'll begin by understanding the internals of React before gradually moving on to writing clean and maintainable code. We'll build components that are reusable across the application, structure applications, and create forms that actually work. Then we'll style React components and optimize them to make applications faster and more responsive. Finally, we'll write tests effectively and you'll learn how to contribute to React and its ecosystem. By the end of the book, you'll be saved from a lot of trial and error and developmental headaches, and you will be on the road to becoming a React expert. Style and approach The design patterns in the book are explained using real-world, step-by-step examples. For each design pattern, there are hints about when to use it and when to look for something more suitable. This book can also be used as a practical guide, showing you how to leverage design patterns.

    You’re thirteen now. I was eight when I got married. You’ll never look this beautiful ever again.”“I will Ammi, when I wear a school uniform.”If you like thrillers, this micro tale is for you-I always assumed that my neighbour’s daughter knew the word ‘Eight’ only until my dog went missing and she said ‘Nine’.And if you like six-word stories, this tale is for you-Woke up in hospital. Failed again.In fact, there are 100 such small tales that will have a big impact on you.So what are you waiting for? Scroll to the top of this page, buy the book and start reading today.Rafaa's micro tales are absolute gems. The journey is short but its impact is everlasting. This one deserves to be read by all.Sanhita BaruahAuthor of ‘The Art of Grieving’ and ‘The Art of Letting Go’Are you interested in unconventional storytelling? How about a story where the beginning, middle and the end are on the same page? A narrative that makes you frown on page 1, nod in agreement on page 2 and chuckle on page 3?How about reading short fiction then? I highly recommend Small is Big by Rafaa Dalvi. The long and short of fiction in endearing small portions!Rickie KhoslaAuthor of ‘The Imperative Subterfuge’ and ‘Pretty Vile Girl’The book has something for everyone. It has humor – a few of slap stick variety, playing on puns, it has punch where you get a most unexpected twist, it has philosophy, it has romance and it has horror – stories that chill your spine.T.F. CarthickAuthor of ‘Carthick’s Unfairy Tales’ and ‘More Unfairy Tales’About the Author:Rafaa Dalvi tries to escape from the mundane with words and contemplates about befriending the voices in his head. He dreams about changing the world, one smile at a time.Already published numerous times, his stories can be read in the anthologies – Curtain Call (editor), Kaleidoscope, Myriad Tales, and many more. He has also written three volumes of ‘Small is Big’, which is a collection of 100 micro tales. He’s the recipient of Indian Bloggers League Booker Prize 2013.

    Adam Bascom trips over a body in Gressington churchyard, he never imagines it will change the whole direction of his life. As a recently-qualified physician trying to establish a practice in a small market town in north Norfolk, Adam should be devoting all his energy to his business. But it soon becomes clear that the authorities are intent on making sure the death is accepted as an accident and refuse any deeper investigation. Adam’s curiosity and sense of justice cannot accept this. He knows there are many unanswered questions about the death, but he has no standing that would allow him to become involved formally. Instead, he uses friends, old and new, unexpected contacts and even his own mother to help him get to the truth. Set against the turbulence of late-Georgian England, a country on the brink of war with Revolutionary France, the book reveals a land where spies keep constant watch on everyone the government deems ‘undesirable’, religion is polarised between the established church and a mass of dissenting sects, and the perennial ‘Irish question’ has at last spilled over into outright terrorism. Bad weather, poor harvests and enclosure have driven many people in the countryside into abject poverty. Only the smugglers along the coast offer regular and highly-paid ‘work’ helping to unload contraband. Yet here too, the Revenue’s Riding Officers, backed up by troops of dragoons, are waging an increasingly successful campaign to stamp out the major gangs. Adam must thread his way through all of this, encountering many new demands along the way, from a family torn apart by religious bigotry, and a teenage thief turned informer, to a secret section of The Alien Office, a government department dedicated to keeping a close eye on anyone likely to prove a threat to the realm. As he becomes more and more essential to the government’s efforts to combat internal dissension and prepare for war, Adam finds he must draw on all his medical and personal skills to bring the case to a successful conclusion.

    By presenting actual experiences and analyzing them as they are described, the author conveys the developmental thought processes employed and shows a style of thinking that leads to successful results is something that can be learned. Along with spectacular successes, the author also conveys how failures contributed to shaping the thought processes. Provides the reader with a style of thinking that will enhance a person's ability to function as a problem-solver of complex technical issues. Consists of a collection of stories about the author's participation in significant discoveries, relating how those discoveries came about and, most importantly, provides analysis about the thought processes and reasoning that took place as the author and his associates progressed through engineering problems.