Learn to solve challenging data science problems by building powerful machine learning models using Python About This Book Understand which algorithms to use in a given context with the help of this exciting recipe-based guide This practical tutorial tackles real-world computing problems through a rigorous and effective approach Build state-of-the-art models and develop personalized recommendations to perform machine learning at scale Who This Book Is For This Learning Path is for Python programmers who are looking to use machine learning algorithms to create real-world applications. It is ideal for Python professionals who want to work with large and complex datasets and Python developers and analysts or data scientists who are looking to add to their existing skills by accessing some of the most powerful recent trends in data science. Experience with Python, Jupyter Notebooks, and command-line execution together with a good level of mathematical knowledge to understand the concepts is expected. Machine learning basic knowledge is also expected. What You Will Learn Use predictive modeling and apply it to real-world problems Understand how to perform market segmentation using unsupervised learning Apply your new-found skills to solve real problems, through clearly-explained code for every technique and test Compete with top data scientists by gaining a practical and theoretical understanding of cutting-edge deep learning algorithms Increase predictive accuracy with deep learning and scalable data-handling techniques Work with modern state-of-the-art large-scale machine learning techniques Learn to use Python code to implement a range of machine learning algorithms and techniques In Detail Machine learning is increasingly spreading in the modern data-driven world. It is used extensively across many fields such as search engines, robotics, self-driving cars, and more. Machine learning is transforming the way we understand and interact with the world around us. In the first module, Python Machine Learning Cookbook, you will learn how to perform various machine learning tasks using a wide variety of machine learning algorithms to solve real-world problems and use Python to implement these algorithms. The second module, Advanced Machine Learning with Python, is designed to take you on a guided tour of the most relevant and powerful machine learning techniques and you’ll acquire a broad set of powerful skills in the area of feature selection and feature engineering. The third module in this learning path, Large Scale Machine Learning with Python, dives into scalable machine learning and the three forms of scalability. It covers the most effective machine learning techniques on a map reduce framework in Hadoop and Spark in Python. This Learning Path will teach you Python machine learning for the real world. The machine learning techniques covered in this Learning Path are at the forefront of commercial practice. This Learning Path combines some of the best that Packt has to offer in one complete, curated package. It includes content from the following Packt products: Python Machine Learning Cookbook by Prateek Joshi Advanced Machine Learning with Python by John Hearty Large Scale Machine Learning with Python by Bastiaan Sjardin, Alberto Boschetti, Luca Massaron Style and approach This course is a smooth learning path that will teach you how to get started with Python machine learning for the real world, and develop solutions to real-world problems. Through this comprehensive course, you’ll learn to create the most effective machine learning techniques from scratch and more!

A body in the bayou. Alligator conservationist Coco LeBlanc knew real fear when she found a body in the clutches of her beloved beasts. Fear turned to horror when she saw that it was one of the Trahan clan–and he'd been shot in the back. Her ex-boyfriend, Luc Trahan, had dumped Coco two years ago when she refused to give up her family's centuries-old voodoo traditions, and he didn't know about her newfound faith. Now, as they and their families become prime suspects in the grisly crime, they'll have to work together to clear their names before the Cajun killer strikes again.

There were diamonds in that old family mine, Skye Blackbird was sure of it. She'd be able to prove it, too, and fulfill her Ojibwa chieftain father's dream, if it weren't for paleontologist Jake Baxter, who was searching for dinosaur bones in the very same spot. When sabotage occurred at the dig's site, Jake wasn't sure if it was angry locals or a rival paleontologist who had done it. But someone didn't want the earth disturbed, and as the body count mounted, it appeared that same someone might also want to add him and Skye to the tally….

Border Patrol agent Eli Carmichael knew the deaf child he'd found outside a Mexican orphanage was harboring a dark secret–she was carrying a bloodstained knife and was clearly traumatized. To keep her safe, he turned to trusted neighbor Isabel Valenzuela. A sense of duty had kept Eli close to his fellow agent's widow and her young son over the past year, and now Eli was spending more time with Isabel and the kids, trying to determine exactly what the girl had seen. Under Isabel's gentle care, the child began to open up. But the killers were close by, and determined to silence the girl forever….

Stress is an inevitable part of being lawyer and it can even be a positive force – it can help you push through long hours or meet tough targets. However, when stress becomes excessive, it can be damaging to individuals and to firms, leading to mental and physical sickness, lack of morale or a desire to take on additional responsibility, and worse. The problem is widespread. According to a Law Society survey, 95% of lawyers have some negative stress in their jobs, and 17% say that this is extreme. Lawyers feel overloaded with work, unappreciated, isolated, and unsupported; many complain of unattainable targets, poor pay, and long hours. And while many firms say they have programmes in place that are geared towards improving the wellbeing of staff, 66% of lawyers say they would be concerned about reporting feelings of stress to their employer because of the stigma involved. Nobody wishes to be seen as a weak link in the chain of a professional practice. A solution won’t be found overnight. This book is designed to encourage lawyers and firms to think more about the question of stress, how to recognise it in others and themselves, and how to take action before it becomes excessive. It is written for lawyers everywhere – regardless of location or career level.

Are you interested in learning more about the complex area of structured trade financeStructured Trade Finance (STF) is a highly specialised area of trade finance that has evolved directly from practice. As it grows and becomes more complex in an increasingly risk-based regulatory environment, there is a need for more detailed guidance on the subject. Foundations of Structured Trade Finance will provide you with exactly this. Written by Dr Oramah — President of Afreximbank and a professional who played an important role in the evolution of STF — this report will: Address the philosophical foundations and risks associated with structured trade finance Provide step-by-step guidance on how deals can be structured Outline the scope of coverage outside the confines of commodities Examine real life case studies and draw out lessons that can be learned from these STF has proven itself as an effective instrument for attracting trade finance to those regions that receive limited trade finance and which lag behind in trade and economic performance. Ensure you're aware of the risks associated with it.

Would you like to know how to elicit 40% more information from your witnesses, saving time and moneyWhether you're a solicitor, barrister or legal executive, this comprehensive toolkit will help you master the cognitive interviewing technique. Written by cognitive interviewing expert and trainer to litigators involved in the Bloody Sunday and Shipman inquiries, Geoff Coughlin, this practical guide will teach you how to: Obtain the right information, faster and more efficiently Eliminate the need for re-interviewing Address specific common interview challenges, as identified by solicitors in the field Discover how to uncover lies and deceit based on the latest most reliable indicators Uncover more useful information in less time You'll also gain hints and tips on how to prepare for your witness interview and take notes during it. You'll take away knowledge on how to adapt your communication style for this purpose, and use Neuro-Linguistic Programming (NLP) techniques to decipher memory recall patterns. The problem is widespread. According to a Law Society survey, 95% of lawyers have some negative stress in their jobs, and 17% say that this is extreme. Lawyers feel overloaded with work, unappreciated, isolated, and unsupported; many complain of unattainable targets, poor pay, and long hours. And while many firms say they have programmes in place that are geared towards improving the wellbeing of staff, 66% of lawyers say they would be concerned about reporting feelings of stress to their employer because of the stigma involved. Nobody wishes to be seen as a weak link in the chain of a professional practice. A solution won’t be found overnight. This book is designed to encourage lawyers and firms to think more about the question of stress, how to recognise it in others and themselves, and how to take action before it becomes excessive. It is written for lawyers everywhere – regardless of location or career level.

This Owners Edition Workshop Manual covers the Mercedes-Benz E Class Diesel W210 & W211 Series from 2000 to 2006, fitted with the 1.8, 2.0, 2.6, 2.8, 3.2, 3.5, 4.3 & 5.0 Litre, 111, 112, 113, 271 & 272, with four, six & eight cylinder petrol engine. It has been specially written for the practical owner who wants to maintain a vehicle in first-class condition and carry out the bulk of his or her own servicing and repairs. Comprehensive step-by-step instructions are provided for service and overhaul operations to guide the reader through what might otherwise be unfamiliar and complicated tasks. Numerous drawings are included to amplify the text. With 190 pages, well illustrated.

Mercedes W123 Own Work Man 1976-1986 - The only manual written especially for the owners of both 4- and 6- cylinder engines that powered the 200/230/230E/250/280/280E from 1976-1986. Engines, electrics, transmission, brakes - a complete manual.

On his day, Peter Williams was the best motorcycle road racer in the world and is one of that small band of sportsmen, 'the best never to win a World Championship'. Peter's unique career in the 1960s and 1970s as racer, designer and development engineer culminated in many great victories on bikes from 125cc to 750cc. For two months in 1967 he lead the 500cc class of the World Championship on his single cylinder 500cc MkI Arter Matchless Special against the much more powerful Honda and MV Augusta multis of Mike Hailwood and Giacomo Agostini. Just when he was, perhaps, due for a 'works' ride, the Japanese withdrew from Grand Prix road racing and Peter joined the re-emergent manufacturers of Norton. Peter had two consuming passions; riding his motorcycles at 10/10ths of the limit, and for Britain to regain motorcycle supremacy. Indeed, the latter was his mission, his crusade, and so he rode almost exclusively British motorcycles but, interestingly, won his only Grand Prix on a foreign one. Peter's engineering designs gave him advantage on the race track and set the trends for what motorcycles are today. He was one of the first to design and race with disc brakes, the first in the world to design and use cast magnesium wheels and tubeless tyres. Peter won the 1970 500cc class British Championship and was the first in motorcycle racing to benefit from tobacco sponsorship. The 1973 John Player Norton 'Monocoque' incorporated all his previous experiments and the first twin spar frame. The pinnacle of his career came on this machine when he won the Formula 750 TT in the Isle of Man with record race and lap speeds. Peter's racing career came to an end in 1974 with a terrible crash at Oulton Park but his engineering continued with work at Cosworth Engineering and Lotus Engineering. Motorcycle innovation continues, too, with his true monocoque design, his Shell Chassis, which, in its electric drive form, finished 5th in its very first outing in the 2010 TT Zero.

This do it yourself workshop manual has been specially written for the owner who wishes to maintain his vehicle & carry out the bulk of his own servicing & repairs. There are step by step instructions & many illustrations are given of most dismantling, overhauling & assembling operations. Covers the 356A, 356B & 356C. Sb.

Con games were unheard of in quiet Glory, North Carolina. But when the local church's financial secretary took some bad investment advice, a million bucks disappeared, someone died and now a local businessman faced murder charges. Undercover investigator Lori Dorsett thought getting to the bottom of this mystery would be easy. These small-town folk were no match for her city smarts! Yet the longer Lori snooped around, the more notice she attracted… from bachelor pastor Daniel Hartman and from those who had no intention of letting the beautiful city slicker uncover their darkest secrets.

"IF I CAN'T HAVE YOU, NO ONE WILL." Those words from her abusive ex-husband sent Faith Delange fleeing from everything familiar. And when a bus dropped her off in the small town of Sisters, Oregon, Faith immediately found room, board and a job on an isolated ranch. But she couldn't tell her handsome new boss, Luke Campbell, what had her jumping at shadows during the joy of the holiday season–or what kept her out of his arms. She'd only put his and his frail mother's lives at stake. Faith feared her past would never let her go. But neither would Luke.

Alone in a country she didn't know well, chased by men who were willing to kill to get what they wanted, Lakeview veterinarian Tori Riley would do anything to keep the daughter she gave up for adoption safe – even depend on a man who might not be telling her the truth. Called out of early retirement for one final job, former DEA agent Noah Stone didn't trust Tori's motives – what kind of vet gets herself tangled up with drug lords? But there was no time for questions, for every second brought an unscrupulous enemy closer to Tori's daughter….

Create powerful, effective visualizations to help analyze your data with Tableau 10 by your side About This Book Cook your favorite Tableau 10 business intelligence recipe with the help of this easy-to-follow book Build beautiful, interactive dashboards and visualizations in Tableau 10 that help you make informed decisions This rich collection of independent recipes cover everything needed to become an advanced Tableau user and get an edge over other Tableau users Who This Book Is For This book is targeted to business, data, and analytics professionals who want to build rich interactive visualizations using Tableau. Familiarity with previous versions of Tableau would be helpful, but is not necessary. What You Will Learn Become familiar with the Tableau interface Build basic to more advanced charts with step-by-step recipes Use filters, calculated fields, parameters, and actions to add interactivity to charts and dashboards Prepare and transform data for analysis using Tableau’s built-in tools and functions Create effective and compelling dashboards and story points Leverage Tableau’s mapping capabilities to visualize location and shape data Integrate analytics and forecasting to enhance data analysis Get to know tips and tricks to work more quickly and effectively in Tableau Increase your confidence and competence in creating rich, interactive visualizations in Tableau In Detail Tableau is a software tool that can speed up data analysis through its rich visualization capabilities, and help uncover insights for better and smarter decision making. This book is for the business, technology, data and analytics professionals who use and analyze data and data-driven approaches to support business operations and strategic initiatives in their organizations. This book provides easy-to-follow recipes to get the reader up and running with Tableau 10, and covers basic to advanced use cases and scenarios. The book starts with building basic charts in Tableau and moves on to building more complex charts by incorporating different Tableau features and interactivity components. There is an entire chapter dedicated to dashboard techniques and best practices. A number of recipes specifically for geospatial visualization, analytics, and data preparation are also covered. By the end of this book, you’ll have gained confidence and competence to analyze and communicate data and insights more efficiently and effectively by creating compelling interactive charts, dashboards, and stories in Tableau. Style and approach This book is a collection of independent recipes that cover a wide range of options for data visualization on offer with Tableau. With the help of the recipes in this book, you can explore Tableau and pick the business intelligence solution that’s best suited for your needs.

Learn how to apply functional F# design patterns to a huge range of programming challenges, and discover a smart route to building better applications About This Book This book provides a path if you are coming from imperative and object-oriented paradigms It will take you to an intermediate level of functional programming in very practical manner to write enterprise-quality idiomatic F# code Tackle complex computing problems with simple code by fully embracing the functional-first F# paradigm Packed full of practical coding examples to help you master F# programming and author optimal code Who This Book Is For This book is for .NET developers, web programmers, C# developers, and F# developers. So, if you have basic experience in F# programming and developing performance-critical applications, then this book is for you. What You Will Learn Acquire the practical knowledge to use the main functional design patterns Realign some imperative and object-oriented principles under the functional approach Develop your confidence in building and combining first-order and higher-order functions Learn to use core language pattern matching effectively Make use of native F# algebraic data types in place of custom-built classes Recognize and measure the difference in resource consumption between sequences and materialized data collections Navigate and use F# Core libraries with ease by seeing patterns behind specific library functions Master writing generic polymorphic code In Detail Following design patterns is a well-known approach to writing better programs that captures and reuses high-level abstractions that are common in many applications. This book will encourage you to develop an idiomatic F# coding skillset by fully embracing the functional-first F# paradigm. It will also help you harness this powerful instrument to write succinct, bug-free, and cross-platform code. F# 4.0 Design Patterns will start off by helping you develop a functional way of thinking. We will show you how beneficial the functional-first paradigm is and how to use it to get the optimum results. The book will help you acquire the practical knowledge of the main functional design patterns, the relationship of which with the traditional Gang of Four set is not straightforward. We will take you through pattern matching, immutable data types, and sequences in F#. We will also uncover advanced functional patterns, look at polymorphic functions, typical data crunching techniques, adjusting code through augmentation, and generalization. Lastly, we will take a look at the advanced techniques to equip you with everything you need to write flawless code. Style and approach This book will teach you how to write F# code in an idiomatic functional-first manner, thereby improving the productivity of F# programmers. This book is ideal for an F# programmer who wants using F# in functional-first way.

When wounded marine Devlin Sloane comes back to Aspen Creek, he's surprised by his late mother's will. His new business partner for the next six months is Beth Carrigan. His ex-wife. This might prove Dev's most difficult mission yet. He's never stopped loving the sweet bookstore owner, but his military career broke them apart. Now, as Beth and Dev work together helping others get a new start on life, Dev hopes that he can break down the walls between them. And explore the possibilities of a new life and love together.

The minister of Lydia Cantrell's dreams had another calling. As his secretary, she knew the church members adored him. But she was shocked to discover Pastor Malone's past as a Christian secret agent. Her shock turned to disbelief when he revealed he'd made some enemies– and that he and Lydia were in danger. As the kind, gentle pastor started leading her around corners and through dark alleys, Lydia wondered how she'd get through this. Sure, the stakes were high– and then there was the fact that she was head over heels in love with her secret agent minister.

Leverage the full potential of Entity Framework with this collection of powerful and easy-to-follow recipes About This Book Learn how to use the new features of Entity Framework Core 1 Improve your queries by leveraging some of the advanced features Avoid common pitfalls Make the best of your .NET APIs by integrating with Entity Framework Who This Book Is For This book is for .NET developers who work with relational databases on a daily basis and understand the basics of Entity Framework, but now want to use it in a more efficient manner. You are expected to have some prior knowledge of Entity Framework. What You Will Learn Master the technique of using sequence key generators Validate groups of entities that are to be saved / updated Improve MVC applications that cover applications developed using ASP.NET MVC Core 1 Retrieve database information (table, column names, and so on) for entities Discover optimistic concurrency control and pessimistic concurrency control. Implement Multilatency on the data side of things. Enhance the performance and/or scalability of Entity Framework Core Explore and overcome the pitfalls of Entity Framework Core In Detail Entity Framework is a highly recommended Object Relation Mapping tool used to build complex systems. In order to survive in this growing market, the knowledge of a framework that helps provide easy access to databases, that is, Entity Framework has become a necessity. This book will provide .NET developers with this knowledge and guide them through working efficiently with data using Entity Framework Core. You will start off by learning how to efficiently use Entity Framework in practical situations. You will gain a deep understanding of mapping properties and find out how to handle validation in Entity Framework. The book will then explain how to work with transactions and stored procedures along with improving Entity Framework using query libraries. Moving on, you will learn to improve complex query scenarios and implement transaction and concurrency control. You will then be taught to improve and develop Entity Framework in complex business scenarios. With the concluding chapter on performance and scalability, this book will get you ready to use Entity Framework proficiently. Style and approach Filled with rich code-based examples, this book takes a recipe-based approach that will teach .NET developers to improve their understanding of Entity Framework and help them effortlessly apply this knowledge in everyday situations.

Learn how to use the power of Xcode to turn your next great app idea into a reality About This Book Learn the theory and tools behind app development using Swift 3 and Xcode 8 Build a fully featured iOS app, including a companion app for the Apple Watch Optimize, debug, and ultimately release your app on Test Flight and the App Store Who This Book Is For This book is intended for programmers looking to get a jump-start into the world of iOS development. Whether you’re a young student who has only spent a few months with Java, or a seasoned developer who has spent their career developing for a different platform, all that is expected is a basic understanding of a programming language such as C++, C#, or Java. What You Will Learn Understand the most important features of the Xcode IDE Write Swift 3 code for application data models and view controllers Prepare visual layouts for an iOS application using storyboards, size classes, and auto-layout Integrate many common technologies into an app, such as multi-touch gestures, CoreData, and notifications Build companion applications for the Apple Watch with watchOS 3 Debug applications using Xcode’s suite of debugging tools, and prevent bugs with unit testing Optimize an application using Xcode 8’s profiling tools and asset catalogs Distribute a beta application through TestFlight, and a finished application through the App Store In Detail Over the last few years, we’ve seen a breakthrough in mobile computing and the birth of world-changing mobile apps. With a reputation as one of the most user-centric and developer-friendly platforms, iOS is the best place to launch your next great app idea. As the official tool to create iOS applications, Xcode is chock full of features aimed at making a developer’s job easier, faster, and more fun. This book will take you from complete novice to a published app developer, and covers every step in between. You’ll learn the basics of iOS application development by taking a guided tour through the Xcode software and Swift programming language, before putting that knowledge to use by building your first app called “Snippets.” Over the course of the book, you will continue to explore the many facets of iOS development in Xcode by adding new features to your app, integrating gestures and sensors, and even creating an Apple Watch companion app. You’ll also learn how to use the debugging tools, write unit tests, and optimize and distribute your app. By the time you make it to the end of this book, you will have successfully built and published your first iOS application. Style and approach This easy-to-follow guide presents topics in a hands-on lecture format where concepts are introduced and explained, then used in an example as reinforcement. The first third of the book covers the separate building blocks of development, while the second two thirds cover the development of an app from start to finish.

Learn to build expert NLP and machine learning projects using NLTK and other Python libraries About This Book Break text down into its component parts for spelling correction, feature extraction, and phrase transformation Work through NLP concepts with simple and easy-to-follow programming recipes Gain insights into the current and budding research topics of NLP Who This Book Is For If you are an NLP or machine learning enthusiast and an intermediate Python programmer who wants to quickly master NLTK for natural language processing, then this Learning Path will do you a lot of good. Students of linguistics and semantic/sentiment analysis professionals will find it invaluable. What You Will Learn The scope of natural language complexity and how they are processed by machines Clean and wrangle text using tokenization and chunking to help you process data better Tokenize text into sentences and sentences into words Classify text and perform sentiment analysis Implement string matching algorithms and normalization techniques Understand and implement the concepts of information retrieval and text summarization Find out how to implement various NLP tasks in Python In Detail Natural Language Processing is a field of computational linguistics and artificial intelligence that deals with human-computer interaction. It provides a seamless interaction between computers and human beings and gives computers the ability to understand human speech with the help of machine learning. The number of human-computer interaction instances are increasing so it’s becoming imperative that computers comprehend all major natural languages. The first NLTK Essentials module is an introduction on how to build systems around NLP, with a focus on how to create a customized tokenizer and parser from scratch. You will learn essential concepts of NLP, be given practical insight into open source tool and libraries available in Python, shown how to analyze social media sites, and be given tools to deal with large scale text. This module also provides a workaround using some of the amazing capabilities of Python libraries such as NLTK, scikit-learn, pandas, and NumPy. The second Python 3 Text Processing with NLTK 3 Cookbook module teaches you the essential techniques of text and language processing with simple, straightforward examples. This includes organizing text corpora, creating your own custom corpus, text classification with a focus on sentiment analysis, and distributed text processing methods. The third Mastering Natural Language Processing with Python module will help you become an expert and assist you in creating your own NLP projects using NLTK. You will be guided through model development with machine learning tools, shown how to create training data, and given insight into the best practices for designing and building NLP-based applications using Python. This Learning Path combines some of the best that Packt has to offer in one complete, curated package and is designed to help you quickly learn text processing with Python and NLTK. It includes content from the following Packt products: NTLK essentials by Nitin Hardeniya Python 3 Text Processing with NLTK 3 Cookbook by Jacob Perkins Mastering Natural Language Processing with Python by Deepti Chopra, Nisheeth Joshi, and Iti Mathur Style and approach This comprehensive course creates a smooth learning path that teaches you how to get started with Natural Language Processing using Python and NLTK. You’ll learn to create effective NLP and machine learning projects using Python and NLTK.