Informatyka
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Dr. Saket S.R. Mengle , Maximo Gurmendez
Amazon Web Services (AWS) is constantly driving new innovations that empower data scientists to explore a variety of machine learning (ML) cloud services. This book is your comprehensive reference for learning and implementing advanced ML algorithms in AWS cloud.As you go through the chapters, you’ll gain insights into how these algorithms can be trained, tuned, and deployed in AWS using Apache Spark on Elastic Map Reduce (EMR), SageMaker, and TensorFlow. While you focus on algorithms such as XGBoost, linear models, factorization machines, and deep nets, the book will also provide you with an overview of AWS as well as detailed practical applications that will help you solve real-world problems. Every application includes a series of companion notebooks with all the necessary code to run on AWS. In the next few chapters, you will learn to use SageMaker and EMR Notebooks to perform a range of tasks, right from smart analytics and predictive modeling through to sentiment analysis. By the end of this book, you will be equipped with the skills you need to effectively handle machine learning projects and implement and evaluate algorithms on AWS.
Cory Lesmeister, Doug Ortiz , Vikram Dhillon,...
This book will teach you advanced techniques in machine learning with the latest code in R 3.3.2. You will delve into statistical learning theory and supervised learning; design efficient algorithms; learn about creating Recommendation Engines; use multi-class classification and deep learning; and more.You will explore, in depth, topics such as data mining, classification, clustering, regression, predictive modeling, anomaly detection, boosted trees with XGBOOST, and more. More than just knowing the outcome, you’ll understand how these concepts work and what they do.With a slow learning curve on topics such as neural networks, you will explore deep learning, and more. By the end of this book, you will be able to perform machine learning with R in the cloud using AWS in various scenarios with different datasets.
Mastering Machine Learning with Spark 2.x. Harness the potential of machine learning, through spark
Alex Tellez, Max Pumperla, Michal Malohlava
The purpose of machine learning is to build systems that learn from data. Being able to understand trends and patterns in complex data is critical to success; it is one of the key strategies to unlock growth in the challenging contemporary marketplace today. With the meteoric rise of machine learning, developers are now keen on finding out how can they make their Spark applications smarter. This book gives you access to transform data into actionable knowledge. The book commences by defining machine learning primitives by the MLlib and H2O libraries. You will learn how to use Binary classification to detect the Higgs Boson particle in the huge amount of data produced by CERN particle collider and classify daily health activities using ensemble Methods for Multi-Class Classification. Next, you will solve a typical regression problem involving flight delay predictions and write sophisticated Spark pipelines. You will analyze Twitter data with help of the doc2vec algorithm and K-means clustering. Finally, you will build different pattern mining models using MLlib, perform complex manipulation of DataFrames using Spark and Spark SQL, and deploy your app in a Spark streaming environment.
Andrea Sacca
Written in a step-by-step, tutorial style with a lot of code snippets and hands-on examples to create an advanced Magento theme from scratch, this book is tailor-made for web designers and developers. This book is great for developers and web designers who are looking to get a good grounding in how to create custom, responsive, and advanced Magento themes. Readers must have some experience with HTML, PHP, CSS, and Magento theme design. This book will be useful for anybody who already has knowledge of the Magento frontend structure.
Harris M Silverman
The way you choose to interact with your employees is a critical influence on your success as a manager, as well as determining the quality of your employees’ work and the tone of your office. Your superiors will make note of how you handle matters of management, and so will your employees. Many managers, especially when they are new to the role, can find themselves struggling and reacting blindly to situations rather than calmly choosing the correct management style. It’s essential that you be well equipped to handle your role as a manager.This handy guide takes you through the various elements of management style, and shows you how to decide on the best approach to take in a variety of situations and with different types of employee. Drawing on years of management expertise, it will enable you to bring out the best in your employees.Mastering Management Styles looks at the various components of management style and shows you how to combine them in the way that best suits each type of situation you’ll face. When should you be consultative with your employees? When should you be directive? How much coaching should you offer them, and how should you do it? How do you balance the interests of your employer with those of your employees? How do you distinguish between different types of employee? All of these topics are covered in this practical instruction manual for managers, providing you with a go-to set of analytical tools and hands-on strategies that will make you a much more effective and successful manager.
Liz Staley
Time is something that almost every artist doesn't have enough of. If you're an illustrator or comic creator you know just how much time and effort it can take to produce one great page. But the features in Manga Studio 5 can make this process a lot more streamlined and give you more time to create!Mastering Manga Studio 5 will teach you how to create more comics and illustrations in less time than you ever thought possible. By using the features of Manga Studio 5 like the Story Editor, Custom brushes, actions, materials, and 3D models, you'll learn how to make Manga Studio work for your style and workflow. Go from being a novice Manga Studio user to an expert using the tricks, techniques, and projects in this guide.Learn how to make and share custom tools, set up left- and right-handed workspaces, make custom materials, alter 3D models, and create custom actions. By putting together a custom story project and making your own tools, automating redundant processes, and converting an inked art into a traditional comic art, you'll learn all about the advanced features of Manga Studio 5.Mastering Manga Studio 5 will teach you what you need to know to produce more work in less time.
Mastering MariaDB. Debug, secure, and back up your data for optimum server performance with MariaDB
Federico Razzoli
This book is intended for intermediate users who want to learn how to administrate a MariaDB server or a set of servers. It is aimed at MariaDB users, and hence working knowledge of MariaDB is a prerequisite.
Nipun Jaswal
Updated for the latest version of Metasploit, this book will prepare you to face everyday cyberattacks by simulating real-world scenarios. Complete with step-by-step explanations of essential concepts and practical examples, Mastering Metasploit will help you gain insights into programming Metasploit modules and carrying out exploitation, as well as building and porting various kinds of exploits in Metasploit.Giving you the ability to perform tests on different services, including databases, IoT, and mobile, this Metasploit book will help you get to grips with real-world, sophisticated scenarios where performing penetration tests is a challenge. You'll then learn a variety of methods and techniques to evade security controls deployed at a target's endpoint. As you advance, you’ll script automated attacks using CORTANA and Armitage to aid penetration testing by developing virtual bots and discover how you can add custom functionalities in Armitage. Following real-world case studies, this book will take you on a journey through client-side attacks using Metasploit and various scripts built on the Metasploit 5.0 framework.By the end of the book, you’ll have developed the skills you need to work confidently with efficient exploitation techniques