Название: Hands-On Healthcare dаta: Taming the Complexity of Real-World Data (Final)
Автор: Andrew Nguyen
Издательство: O’Reilly Media, Inc.
Год: 2022
Страниц:
Язык: английский
Формат: pdf (true), epub (true)
Размер: 10.2 MB

Healthcare is the next frontier for Data Science. Using the latest in Machine Learning, Deep Learning, and natural language processing (NLP), you'll be able to solve healthcare's most pressing problems: reducing cost of care, ensuring patients get the best treatment, and increasing accessibility for the underserved. But first, you have to learn how to access and make sense of all that data. This book provides pragmatic and hands-on solutions for working with healthcare data, from data extraction to cleaning and harmonization to feature engineering. Author Andrew Nguyen covers specific ML and Deep Learning examples with a focus on producing high-quality data.

Название: System Design : Learn how to design systems at scale and prepare for system design interviews
Автор: Karan Pratap Singh
Издательство: Leanpub
Год: 2022-10-13
Страниц: 276
Язык: английский
Формат: pdf (true)
Размер: 37.0 MB

Learn how to design systems at scale and prepare for system design interviews. System design interviews can be quite open-ended and intimidating as it is a very extensive topic. There can be multiple solutions to even the most basic system design problems. My objective with this book is to help you learn the fundamentals and explore the advanced topics of system design. This will also provide you with a reliable strategy to prepare for system design interviews. System design is the process of defining the architecture, interfaces, and data for a system that satisfies specific requirements. System design meets the needs of your business or organization through coherent and efficient systems. It requires a systematic approach to building and engineering systems. A good system design requires us to think about everything, from infrastructure all the way down to the data and how it's stored.

Название: Data-driven BIM for Energy Efficient Building Design
Автор: Saeed Banihashemi, Hamed Golizadeh
Издательство: Routledge
Год: 2023
Страниц: 187
Язык: английский
Формат: pdf (true)
Размер: 14.0 MB

This research book aims to conceptualise the scale and spectrum of Building Information Modelling (BIM) and Artificial Intelligence (AI) approaches in energy efficient building design and develop its functional solutions with a focus towards four crucial aspects of building envelop, building layout, occupant behaviour and heating, ventilation and air-conditioning (HVAC) systems. Drawn from the theoretical development on the sustainability, informatics and optimisation paradigms in built environment, the energy efficient building design will be marked through the power of data and BIM intelligent agents during the design phase. It will be further developed via smart derivatives to reach a harmony in the systematic integration of energy efficient building design solutions; a gap which is missed in the extant literature and this book aims to fill that. This approach will inform a vision for future, provide a framework to shape and respond to our built environment and how it transforms the way we design and build. By considering the balance of BIM, AI and energy efficient outcomes, the future development of buildings will be regenerated in a direction that are sustainable in the long run. This book is essential reading for those in the AEC industry as well as computer scientists. This category of BIM, which is adopted into EED, is internally interoperable through utilising the inbuilt information and includes Autodesk GBS, Autodesk Formit 360, Graphisoft EcoDesigner and Bentley AECOsim Energy Simulator.

Название: Advances and Innovations in Statistics and Data Science
Автор: Wenqing He, Liqun Wang, Jiahua Chen, Chunfang Devon Lin
Издательство: Springer
Серия: ICSA Book Series in Statistics
Год: 2022
Страниц: 338
Язык: английский
Формат: pdf (true), epub
Размер: 29.3 MB

This book covers a variety of topics, including methodology development in Data Science, such as methodology in the analysis of high dimensional data, feature screening in ultra-high dimensional data and natural language ranking; statistical analysis challenges in sampling, multivariate survival models and contaminated data, as well as applications of statistical methods. With this book, readers can make use of frontier research methods to tackle their problems in research, education, training and consultation.

Название: Introduction to Bioinformatics and Clinical Scientific Computing
Автор: Paul S. Ganney
Издательство: CRC Press
Год: 2023
Страниц: 405
Язык: английский
Формат: pdf (true)
Размер: 19.1 MB

This textbook provides an introduction to Computer Science theory, informatics best practice, and the standards and legislation that apply to computing in a healthcare environment. It delivers an accessible discussion of databases (construction, interrogation and maintenance); networking (design and low-level application); programming (best practice rather than the specifics of any one language – design, maintenance, safety). A NoSQL database provides a mechanism for storage and retrieval of data that is modelled in ways other than the tabular relations used in relational databases, “NoSQL” originally referring to “non SQL” or “non-relational” databases. NoSQL systems are also sometimes called “Not only SQL” to emphasise that they may support SQL-like query languages.

Название: Snowflake SnowPro Core Certification Study Guide
Автор: Hamid Mahmood Qureshi
Издательство: Sybex
Год: 2022
Страниц: 314
Язык: английский
Формат: epub (true)
Размер: 18.3 MB

Why should you learn Snowflake? Over the last few years, Snowflake has become increasingly popular with data-led organizations and data enthusiasts. Snowflake is a data warehousing and data analysis platform built for the cloud and has been built from scratch to take full advantage of cloud features. It provides several novel features that changes how you work with data platforms. With its increasing popularity, learning Snowflake means you increase your standing in the job market. Even if you are already knowledgeable in one or more data warehousing platforms, understanding Snowflake will give you an edge when searching for a new job or aiming for a promotion. Snowflake does not have a steep learning curve because of its simplicity and its use of SQL as the primary language. Once you have grasped the foundations of Snowflake architecture, the rest of the learning naturally flows. Snowflake offers several certification exams, of which the SnowPro Core certification is the foundational exam.

Название: Troubleshooting Linux Storage : a systems administrator guide
Автор: Erwin van Londen
Издательство: Leanpub
Год: 2022-10-04
Страниц: 231
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

There are hundreds of way to troubleshoot storage related issues, and this book is not a silver bullet to solve all your problems!. What this book will do is provide you a methodology into troubleshooting scenario’s that as a result of storage relate infrastructure problem either connected to local or SAN attached storage. I will not touch on a few things like for example FCoE from a technology side, as these may divert into a rabbit hole. I may give these technologies more attention in later articles or updated versions of the book. The Linux ecosystem is so diverse and there are so many brands, flavours, colours etc. that it is impossible to touch on each and every single one. From an enterprise perspective there are basically two major players Redhat and SUSE. Yes, yes, I know there is also OEL, Ubuntu, Debian etc etc but I’ll cut off at the first one Redhat or a derivative Centos as well as SUSE.

Название: Mind Mapping and Artificial Intelligence`
Автор: Jose Maria Guerrero
Издательство: Academic Press, Elsevier
Год: 2023
Страниц: 260
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

In the near future, we will see an increase in the development and use of all sorts of AI applications. Some of the more promising areas will be Finance, Healthcare, IoT, Manufacturing, Journalism, and Cybersecurity. Many of these applications generate a great amount of complex information. Natural Language Understanding is one of the most clear examples. Traditional ways of visualizing complex information, namely linear text, web pages and hyperlink-based applications, have serious productivity problems. Users need a lot of time to visualize the information and have problems seeing the whole picture of the results. Mind mapping is probably the only way of reducing the problems inherent in these traditional ways of visualizing complex information. Most people have no clear idea about the advantages of mind mapping or the problems created by the traditional ways of visualizing complex information. The goal of Mind Mapping and Artificial Intelligence is to provide readers with an introduction to mind mapping and Artificial Intelligence, to the problems of using traditional ways of visualizing complex information and as an introduction to mind mapping automation and its integration into Artificial Intelligence applications such as NLU and others.

Название: Data Science for Infectious Disease Data Analytics: An Introduction with R
Автор: Lily Wang
Издательство: CRC Press
Серия: Data Science Series
Год: 2023
Страниц: 420
Язык: английский
Формат: pdf (true)
Размер: 17.2 MB

Data Science for Infectious Disease Data Analytics: An Introduction with R provides an overview of modern data science tools and methods that have been developed specifically to analyze infectious disease data. With a quick start guide to epidemiological data visualization and analysis in R, this book spans the gulf between academia and practices providing many lively, instructive data analysis examples using the most up-to-date data. The primary emphasis of this book is the Data Science procedures in epidemiological studies, including data wrangling, visualization, interpretation, predictive modeling, and inference, which is of immense importance due to increasingly diverse and nonexperimental data across a wide range of fields.

Название: The Enterprise Data Catalog: Improve Data Discovery, Ensure Data Governance, and Enable Innovation (3rd Early Release)
Автор: Ole Olesen-Bagneux
Издательство: O’Reilly Media, Inc.
Год: 2022-10-25
Страниц: 101
Язык: английский
Формат: epub, mobi
Размер: 10.1 MB

How do you search for data? Combing the internet is simple. But do you search for data at work? It can be difficult and time-consuming. Sometimes it even seems impossible. This book introduces a practical solution: the data catalog. Data analysts, data scientists, and data engineers will learn how to create true data discovery in their organizations, making the catalog a key enabler for data-driven innovation and data governance. Author Ole Olesen-Bagneux, PhD, explains the benefits of implementing a data catalog. You’ll learn how to organize the data for your catalog, search for the data you need, and manage the data once it’s in the catalog. This book is written from a data management perspective but also from a library and information science perspective. In fact, every day at work, we search and communicate with such difficulty that it reduces our company productivity by up to 10%. For data scientists, the numbers are even worse as they lose over half their time searching for relevant data.