Wydawnictwo Packt Publishing - ebooki
Tytuły książek wydawnictwa: Packt Publishing
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In the R Bioinformatics Cookbook, you encounter common and not-so-common challenges in the bioinformatics domain and solve them using real-world examples. The book guides you through varied bioinformatics analysis, from raw data to clean results. It shows you how to import, explore and evaluate your data and how to report it.-
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ebook
(125,10 zł najniższa cena z 30 dni)
161.10 zł
179.00 zł(-10%) -
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This book helps you learn modern time series analysis with R to move beyond forecasting into causal inference, anomaly detection, and dynamic reporting, equipping you with practical skills to solve real-world business challenges.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Explore Bayesian networks, graphical models, and causal inference for probabilistic reasoning and treatment effect estimation. Learn do-calculus, structural causal models, and causal machine learning methods with practical examples and hands-on implementations in R and Python.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Ideal for data enthusiasts, this concise guide helps you get a good grasp of causal inference in R with tutorials, practical approaches, and real-world case studies to enhance your understanding of advanced statistical methods for better decisions.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book will teach you how to streamline your workflow, execute statistical analysis, create powerful visualizations, and integrate R and Python into Excel for maximum efficiency to make informed business decisions faster than ever.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book will help you work with data ingestion and transformation extensions, and overcome Power BI's shortcomings in data augmentation and visualization using Python and R programming. Through hands-on examples, you'll understand insights and create interactive, custom visualizations using analytical languages.
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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This book takes a unique problem–solution approach to handling complex tasks in the bioinformatics domain using different datasets present in the book. With the help of real-world examples, you'll learn to put each independent recipe to use to tackle problems in the field of bioinformatics.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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The book is a foundational guide for developers keen on mastering machine learning and statistical modeling in R. It offers a hands-on approach along with real-world applications. Whether you're a beginner or looking to upgrade your skills, the book equips you with practical knowledge to tackle a wide array of tasks in ML and statistics.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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This book teaches you how to manage and analyze your geospatial data using the cloud. You'll discover how to ingest, manage, and analyze geospatial data from various sources using S3, DynamoDB, RDS, Redshift, and Athena, along with exploring powerful location-based services like geocoding, routing, and geofencing using Amazon Location Service.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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With the expert help of Brett Lantz, you'll learn how to uncover key insights and make new predictions using this hands-on, practical guide to machine learning with R. This 10th Anniversary Edition features an overview of R and plenty of new use cases for advanced users. The book is fully updated to R 4.0.0, with newer and better examples and the m
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Data Wrangling with R covers the most modern ways to make data ready for exploration or modeling in detail. The book covers libraries from the tidyverse package, such as tidyr, dplyr, ggplot2, and lubridate to help you prepare your data for analysis. You'll also explore data visualization and modeling to create better graphics and projects with R.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book will help you to work with data ingestion and data transformation extensions, and bypass Power BI's shortcomings in data augmentation and data visualization using Python and R programming. You'll understand insights and create interactive custom visuals using analytical languages with the help of hands-on examples.
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Data in its raw state is rarely ready for productive analysis. This book not only teaches you data preparation, but also what questions you should ask of your data. It focuses on the thought processes necessary for successful data cleaning as much as on concise and precise code examples that express these thoughts.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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This book will help you get to grips with the task of time series forecasting using the leading open source forecasting tool available to the public, Facebook Prophet. You will learn how to implement the advanced features of Prophet to build forecast models and understand why and how to modify each of the default parameters to improve results.
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Deep learning enables efficient and accurate learning from data. Developers working with R will be able to put their knowledge to work with this practical guide to deep learning. The book provides a hands-on approach to implementation and associated methodologies that will have you up-and-running, and productive in no time.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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This book will help you get through the problems that you face during the execution of different tasks and understand hacks in deep learning. With unique recipes, you will implement various deep learning architectures using R 3.5.x. You will cover complex algorithms to perform tasks such as reinforcement learning, GANs, advanced neural networks and
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book will help readers to apply deep learning algorithms in R using advanced examples. You will cover variants of neural network models such as ANN, CNN, RNN, LSTM, and more using expert techniques. Readers will make use of popular deep learning libraries such as Keras-R, Tensorflow-R, and more to implement AI models.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Practical Machine Learning with R gives you the complete knowledge to solve your business problems - starting by forming a good problem statement, selecting the most appropriate model to solve your problem, and then ensuring that you do not overtrain the model.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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This book introduces you to time series analysis and forecasting with R; this is one of the key fields in statistical programming and includes techniques for analyzing data to extract meaningful insights. You will explore methods, such as prediction with time series analysis, and identify the relationship between each data point in the series.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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Hands-On Exploratory Data Analysis with R puts the complete process of exploratory data analysis into a practical demonstration in one nutshell. You will understand the concepts of data analysis right from data ingestion, data cleaning, data manipulation to applying statistical techniques and visualizing hidden patterns.
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ebook
(71,24 zł najniższa cena z 30 dni)
85.49 zł
94.99 zł(-10%) -
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Applied Supervised Learning with R will make you a pro at identifying your business problem, selecting the best supervised machine learning algorithm to solve it, and fine-tuning your model to exactly deliver your needs without overfitting itself.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This Learning Path is your step-by-step guide to building deep learning models using R's wide range of deep learning libraries and frameworks. Through multiple real-world projects and expert guidance and tips, you'll gain the exact knowledge you need to get started with developing deep models using R.
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ebook
(134,25 zł najniższa cena z 30 dni)
161.10 zł
179.00 zł(-10%) -
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This Learning Path is a comprehensive guide that gives you complete knowledge on how to implement the powerful supervised, unsupervised, and reinforcement learning techniques using R 3.5 in your data science projects. With this Learning Path, you'll gain insights from complex projects and learn advanced methods to build smart applications.
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ebook
(134,25 zł najniższa cena z 30 dni)
161.10 zł
179.00 zł(-10%) -
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The need for agile business intelligence (BI) is growing daily, and TIBCO Spotfire combines a self-service feature set with essential enterprise governance capabilities to deliver analytics solutions. Spotfire is easy and intuitive to use and can also be a rewarding development environment for all BI users.Starting with data and visualization conce
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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Brett Lantz teaches you how to uncover key insights and make new predictions with this hands-on, practical guide to machine learning with R. This third edition is for experienced R users and beginners. The book is fully updated to R 3.6, featuring newer and better libraries, advice on ethical and bias issues, and an introduction to deep learning.
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ebook
(116,10 zł najniższa cena z 30 dni)
152.10 zł
169.00 zł(-10%) -
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With this book, you will learn to execute a series of intermediate to advanced statistical tasks as you walk through each chapter. You will not only get well versed with the traditional statistics but you will also cover the necessary statistics required for machine learning and deep learning concepts.
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ebook
(59,93 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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This book is ideal for people wanting to get up-and-running with the core concepts of machine learning using R 3.5. This book follows a step-by-step approach to implementing an end-to-end pipeline, addressing data collection and processing, various types of data analysis, and machine learning use cases.
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ebook
(67,43 zł najniższa cena z 30 dni)
80.91 zł
89.90 zł(-10%) -
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Starting with the basics, Applied Unsupervised Learning with R explains clustering methods, distribution analysis, data encoders, and all features of R that enable you to understand your data better and get answers to all your business questions.
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ebook
(81,75 zł najniższa cena z 30 dni)
98.10 zł
109.00 zł(-10%) -
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Machine learning is a field of AI where we build systems that learn from data. This book explains complicated concepts with real-world applications. It demonstrates the power of R and machine learning extensively while highlighting the constraints. Finally, it will walk you through topics such as text analysis, time series, and deep learning.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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The purpose of the book is to help a machine learning practitioner gets hands-on experience in working with real-world data and apply modern machine learning algorithms. You will learn to implement each algorithm to a specific industry problem. It covers projects involving both supervised as well as unsupervised learning approaches.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Hands-On Data Science with R explore various popular R packages to perform various data science tasks, including core statistical concepts and a wide array of use cases. This practical book covers the entire data science ecosystem for aspiring data scientists, including machine learning, NLP, and neural networks
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Managing spatial data has always been challenging and it's getting more complex as the size of data increases. This book is your companion to understand, manage, and analyze spatial data effectively using R and QGIS. You'll learn to use different statistical analyses with spatial data and automate spatial tasks. You'll also learn to classify remote
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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Web scraping is a technique to extract data from websites. It simulates the behavior of a website user to turn the website itself into a web service to retrieve or introduce new data. This book gives you all you need to get started with scraping web pages using R programming.
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ebook
(67,43 zł najniższa cena z 30 dni)
80.91 zł
89.90 zł(-10%) -
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When data is presented to you in a graphical or pictorial format, you can analyze it more effectively. This book begins by introducing you to basic concepts, such as grammar of graphics and geometric objects. It then goes on to explain these concepts in detail with examples. Once you are comfortable with basics, you can learn all about the advanced
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ebook
(67,43 zł najniższa cena z 30 dni)
80.91 zł
89.90 zł(-10%) -
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Data analysis is crucial to accurately predict the performance of an application. The book begins by getting you started with R, including basic programming and data import, data visualization, pivoting, merging, aggregating, and joins. Once you are comfortable with the basics, you can read ahead and learn all about data visualization and graphics.
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ebook
(81,75 zł najniższa cena z 30 dni)
98.10 zł
109.00 zł(-10%) -
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Shiny is an open source R package that provides an elegant and powerful web framework for building web applications using R. This guide takes a fresh approach to developing scalable web applications. It will enable you to create responsive, interactive web applications using the complete R Shiny suite.
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ebook
(81,75 zł najniższa cena z 30 dni)
98.10 zł
109.00 zł(-10%) -
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This book will give you a wide understanding of the principles that underpin layouts in Shiny applications. You will learn about styling using different methods, like bits of HTML added to a vanilla Shiny application, and HTML interfaces. You will also learn about dashboards, navigation bars, and interfaces in Shiny applications.
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ebook
(59,93 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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In this book, you will learn how to build interactive dashboards in a Jupyter notebook. Explore JupyterHub and various Jupyter widgets through which you can easily perform 3D data visualization, 3D plotting, and geospatial analytics. This book helps you understand BeakerX to create interactive tables and interact with spreadsheets.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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This book demonstrates how to use deep Learning in R for machine learning, image classification, and natural language processing. It covers topics such as convolutional networks, recurrent neural networks, transfer learning and deep learning in the cloud. By the end of this book, you will be able to apply deep learning to real-world projects.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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This book introduces you to the concept of ensemble learning and demonstrates how different machine learning algorithms can be combined to build efficient machine learning models. Use R to implement the popular trilogy of ensemble techniques, i.e. bagging, random forest and boosting, to build faster and more accurate machine learning models.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Apache Hadoop is the most popular platform for big data processing to build powerful analytics solutions. This book shows you how to do just that, with the help of practical examples. You will be well-versed with the analytical capabilities of Hadoop ecosystem with Apache Spark and Apache Flink to perform big data analytics by the end of this book.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Jupyter has garnered a strong interest in the data science community of late, as it makes common data processing and analysis tasks much simpler. This book is for data science professionals who want to master various tasks related to Jupyter to create efficient, easy-to-share applications related to data analysis and visualization.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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R has spread deep into the private sector and can be found in the production pipelines at some of the most advanced and successful enterprises. Starting with the basics of R and statistical reasoning, this book dives into advanced predictive analytics, showing how to apply those techniques to real-world data though with real-world examples.
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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With integrated R Services within SQL Server 2017, developers and data scientists can now benefit from the integrated, effective, efficient and more streamlined analytics environment. In this book, you will understand how to leverage the capabilities of R Services in SQL Server 2017. This short yet effective guide will help you get familiar with SQ
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SQL Server 2017 Machine Learning Services with R. Data exploration, modeling, and advanced analytics
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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R is a popular programming language used by statisticians and mathematicians for statistical analysis, and is popularly used for deep learning. This book demonstrates end-to-end implementations of five real-world projects on popular topics in deep learning such as handwritten digit recognition, traffic light detection, fraud detection, text generat
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ebook
(81,75 zł najniższa cena z 30 dni)
98.10 zł
109.00 zł(-10%) -
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Regression analysis is a statistical process which enables prediction of relationships between variables. This book will give you a rundown explaining what regression analysis is, explaining you the process from scratch. Each chapter starts with explaining the theoretical concepts and once the reader gets comfortable with the theory, we move to the
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Big Data analytics relates to the strategies used by enterprises to process and analyze large amounts of data to bring out hidden insights. With the help of open source and enterprise tools, such as R, Python, Hadoop, and Spark, you will learn how to effectively mine your Big Data. By the end of this book, you will have a clear understanding of how
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Qlik Sense is powerful and creative visual analytics software that allows users to discover data, explore it, and dig out meaningful insights in order to make a profit and make decisions for your business. This course begins by introducing you to the features and functions of the most modern edition of Qlik Sense so you get to grips with the applic
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ebook
(254,25 zł najniższa cena z 30 dni)
305.10 zł
339.00 zł(-10%) -
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R is a high-level statistical language and is widely used among statisticians and data miners to develop analytical applications. Based on the version 3.4, this book will help you develop strong fundamentals when working with R by taking you through a series of full representative examples, giving you a holistic view of R.
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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This book will empower you to produce and present impressive analyses from data, by selecting and implementing the appropriate data mining techniques in R. Explore a data mining crime case, where you will be requested to help resolving a real fraud case affecting a commercial company, by the mean of both basic and advanced data mining techniques.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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R is an open source language for data analysis and graphics. Its popularity has soared in recent years because of its powerful capabilities when it comes to turning different kinds of data into intuitive visualization solutions. An updated, revamped version of our R Data Visualization Cookbook, this book contains practical, easy to follow recipes y
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ebook
(71,24 zł najniższa cena z 30 dni)
85.49 zł
94.99 zł(-10%) -
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R offers a large variety of packages and libraries for fast and accurate data analysis and visualization. As a result, it is one of the most popularly used languages by data scientists and analysts, or anyone who wants to perform data analysis. In this book, we show you just how to do that - with the help of practical implementations of real-world
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Statistics is an absolute must prerequisite for any task in the area of data science. This is also the most feared hindrance for developers to entering in the data science field. This book will start off with simple statistics and then move on to statistical methods that are used in data science algorithms. The R programs for the statistical comput
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Around 80% of time in data analysis is spent on cleaning and preparing data for analysis. Python and R are considered a popular choice of tool for data analysis, and have packages which can be best used to manipulate different kinds of data, as per the requirement. This book will show you the best approaches for particular problems in real world ca
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ebook
(71,24 zł najniższa cena z 30 dni)
85.49 zł
94.99 zł(-10%) -
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The R language is a powerful open source functional programming language. At its core, R is a statistical language that provides impressive tools to analyze data and create high-level graphics.This book covers the basics of R by setting up a user-friendly programming environment and programming ETL in R. Data exploration examples are provided that
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Jupyter Notebook is a web-based environment that enables interactive computing in notebook documents. It allows you to create documents that contain live code, equations and visualizations. This book will be a comprehensive guide to getting started with data science using the popular Jupyter notebook. It will show you how to leverage the capabiltie
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ebook
(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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R is a powerful tool for statistics, graphics, and statistical programming. It is used by tens of thousands of people daily to perform serious statistical analyses. It is a free, open source system whose implementation is the collective accomplishment of many intelligent, hard-working people. There are more than 2,000 available add-ons, and R is a
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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The book helps you learn neural networks and implement them in R. It covers real-world use cases that will help you better understand their concepts. A basic understanding of R and mathematics is required.
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(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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Data analytics with R has emerged as a very important focus for organizations of all kinds. R enables even those with only an intuitive grasp of the underlying concepts, without a deep mathematical background, to unleash powerful and detailed examinations of their data. This book empowers you by showing you ways to use R to generate professional an
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Statistical Analysis involves collecting and examining data to describe the nature of data that needs to be analyzed. It helps you explore the relation of data and build models to make better decisions. You will begin with a brief understanding of the nature of data and end with modern and advanced statistical models like CART. Every step is taken
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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R is the go-to tool for statistics and data mining while Tableau offers an interface to filter data, plug and play with rich visualizations to describe insights from your data. When combined these two tools makes it easier to harness interesting patterns and communicate stories. This book covers various analytical techniques like prediction, classi
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(96,75 zł najniższa cena z 30 dni)
116.10 zł
129.00 zł(-10%) -
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R offers a free and open source environment that is perfect for both learning and deploying predictive modeling solutions in the real world. With its constantly growing community and plethora of packages, R offers the functionality to deal with a truly vast array of problems. Updated with revamped examples and to the latest version of R, this book
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Deep Learning is the next big thing. It is a part of machine learning. Its favorable results in application with huge and complex data is remarkable. This book will help you to get through the problems that you face during the execution of different tasks and understand hacks in deep learning, neural networks, and advanced machine learning techniqu
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book will teach you all it takes to perform complex statistical computations required for Machine Learning. You will gain information on statistics behind supervised learning, unsupervised learning, reinforcement learning, and more. Understand the real-world examples that discuss the statistical side of Machine Learning and familiarize yoursel
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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This book teaches six specific steps needed to implement predictive analytics using R. It also teaches how team collaboration is critical and how it increases the chances of implementing a successful model. The book uses cases from healthcare, marketing, and government to build practical skills. Big Data is also covered, in this book, which will ex
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(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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As an increasing amount of data is generated each year, and the need to analyze and operationalize it is more important than ever. Companies that know what to do with their data have a competitive advantage over companies that don't. This drives a higher demand for knowledgeable and competent data professionals. By sequentially working through the
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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(201,75 zł najniższa cena z 30 dni)
242.10 zł
269.00 zł(-10%) -
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Dive into the world of social media and learn the art and science behind leveraging the power of R and analytics to transform data into actionable insights. This book will provide you with strategies and hands-on approaches to tap into data from diverse social media platforms and showcase the power of leveraging analytics to get insightful informat
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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ArcGIS comes with a wide range of spatial analytical capabilities such as terrain analysis, interpolation, map algebra, neighborhood statistics, segmentation, classification and much more. This book uncovers such techniques with using real-world examples. With the help of step by step tutorials gain practical skills in geospatial data mining, visua
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(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Machine learning is the field of Artificial Intelligence where we build systems that learn from data. Given the growing prominence of R—a cross-platform, zero-cost statistical programming environment—there has never been a better time to start applying machine learning to your data. This book will teach you advanced techniques in mach
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(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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(231,75 zł najniższa cena z 30 dni)
278.10 zł
309.00 zł(-10%) -
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This book covers applications of quantitative finance in R. It starts with the basics of quantitative finance and goes to complexity at the end of the book along with a varying degree of R complexity. This will guide you to implement different trading strategies for various financial instruments using basic to complex techniques along with its opti
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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This book is designed to get you up to speed with SQL Server 2016, covering the essential concepts and techniques. By the end of this book, you'll be able to design efficient, high-performance database applications confidently.
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(141,75 zł najniższa cena z 30 dni)
170.10 zł
189.00 zł(-10%) -
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Learning R Programming will take you through the language in a step-by-step manner. From basic types and data structures to the challenges of programming in R, this book covers all this and more!
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This book gets you up to speed with the important and fundamental concepts in statistical modeling and simulation. Using real-world case studies, you'll be able to learn effectively and apply your skills later in the real world.
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This second edition provides focused and practical knowledge to help you to build algorithms and crunch your data. You'll learn how to apply machine learning methods to deal with common tasks, discover the analytical tools that you need to gain insights from complex data, and choose the correct algorithm for your specific needs.
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