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Deep Learning with Structured Data, Ryan Mark


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Автор: Ryan Mark
Название:  Deep Learning with Structured Data
ISBN: 9781617296727
Издательство: Pearson Education
Издательство: Manning Publications
Классификация:

ISBN-10: 1617296724
Обложка/Формат: Paperback
Страницы: 325
Вес: 0.44 кг.
Дата издания: 14.07.2020
Язык: English
Размер: 231 x 185 x 18
Читательская аудитория: Professional & vocational
Рейтинг:
Поставляется из: Англии
Описание: Deep Learning with Structured Data teaches you powerful data analysis techniques for tabular data and relational databases.

Summary
Deep learning offers the potential to identify complex patterns and relationships hidden in data of all sorts. Deep Learning with Structured Data shows you how to apply powerful deep learning analysis techniques to the kind of structured, tabular data youll find in the relational databases that real-world businesses depend on. Filled with practical, relevant applications, this book teaches you how deep learning can augment your existing machine learning and business intelligence systems.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the technology
Heres a dirty secret: Half of the time in most data science projects is spent cleaning and preparing data. But theres a better way: Deep learning techniques optimized for tabular data and relational databases deliver insights and analysis without requiring intense feature engineering. Learn the skills to unlock deep learning performance with much less data filtering, validating, and scrubbing.

About the book
Deep Learning with Structured Data teaches you powerful data analysis techniques for tabular data and relational databases. Get started using a dataset based on the Toronto transit system. As you work through the book, youll learn how easy it is to set up tabular data for deep learning, while solving crucial production concerns like deployment and performance monitoring.

Whats inside

When and where to use deep learning
The architecture of a Keras deep learning model
Training, deploying, and maintaining models
Measuring performance

About the reader
For readers with intermediate Python and machine learning skills.

About the author
Mark Ryan is a Data Science Manager at Intact Insurance. He holds a Masters degree in Computer Science from the University of Toronto.

Table of Contents

1 Why deep learning with structured data?

2 Introduction to the example problem and Pandas dataframes

3 Preparing the data, part 1: Exploring and cleansing the data

4 Preparing the data, part 2: Transforming the data

5 Preparing and building the model

6 Training the model and running experiments

7 More experiments with the trained model

8 Deploying the model

9 Recommended next steps



Practical C Programming

Автор: Harwani B. M.
Название: Practical C Programming
ISBN: 1838641106 ISBN-13(EAN): 9781838641108
Издательство: Неизвестно
Рейтинг:
Цена: 7171.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: Practical C Programming will teach you how to deal with C and its idiosyncrasies, and benefit from its new features, through bite-sized recipes. Each recipe in the book addresses a specific problem through a discussion that reveals and explains the solution to the recipe. This book will teach all you need to know to become a better C programmer.

PL/I Structured Programming 3e

Автор: Hughes
Название: PL/I Structured Programming 3e
ISBN: 0471837466 ISBN-13(EAN): 9780471837466
Издательство: Wiley
Рейтинг:
Цена: 26286.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: A complete course in the PL/I programming language, presented in a simple and logical manner with many features to help the reader grasp the material quickly: checkpoint questions interspersed throughout each chapter; a detailed index to help locate references to technical points and answers to questions; a glossary of terms, and more.

SQL For Beginners: A Step-by-Step Guide to Learn SQL (Structured Query Language) from Installation to Database Management and Database Ad

Автор: McKinnon Julian James
Название: SQL For Beginners: A Step-by-Step Guide to Learn SQL (Structured Query Language) from Installation to Database Management and Database Ad
ISBN: 1801235031 ISBN-13(EAN): 9781801235037
Издательство: Неизвестно
Рейтинг:
Цена: 3356.00 р.
Наличие на складе: Нет в наличии.

Описание: Learn SQL (Structured Query Language) from Installation to Database Management and Database Administration


Anything that stores data records is called a database. It can be a file, CD, hard disk, or any number of storage solutions. From a programming point of view, a database is a methodically structured repository of indexed data information that can be easily accessed by the users for creating, retrieving, updating and deleting information.


Data can be stored in many forms. Most applications require a database for storing information. A database can be of two types:


(1) flat database and (2) relational database.


As the name suggests a flat database has a two-dimensional structure that has data fields and records stored in one large table. It is not capable of storing complex information, which creates a need for relational databases. A relational database stores data in several tables that are related to each other.


Let's take the example of a school.


A school will have to maintain data for several students. To find information for a student, we will first ask the class name. After the class name, we will ask for the first name. However, if there are two children with the same first name, then we will ask for the surname.


If there are two children will identical names, we can still discriminate the information related to them based on their student id, parents' name, date of birth, siblings in the same school, etc.


This is all related information. When all of this information is stored on paper, it takes a lot of time to retrieve it. The relational database allows easy access to all of this information.


SQL is a computer language we can use to work with the various database management systems. It is the standard language for the various relational database management systems such as Oracle, MySQL, MS Access, SQL Server, Postgres, Sybase, etc. With the use of SQL, a database user can create various database objects and perform various manipulations on them.


When they have accomplished the tasks, they were using the objects for, the users can drop these database objects. A good example of a database object is a table which is a combination of rows and columns. Tables allow us to group our data into rows and columns.


SQL allows you to create a table, insert data into it, manipulate this data and even drop it when you are done with its use.


Besides this, SQL allows you to impose constraints on the table to restrict the data that can be inserted into that table. You must have data you need to store well. The data should be safeguarded against loss. If the data is sensitive, you need to safeguard it so it doesn't land into the wrong hands.


You also need a way of organizing this data so it becomes easy for you to retrieve it. You only need to get a database management system and SQL will help you achieve all of this.


This book is an excellent guide for you to learn SQL. It explores everything about this computer database language.

SQL Programming: Learn the Ultimate Coding, Basic Rules of the Structured Query Language for Databases like Microsoft SQL Server (Step-

Автор: Chan Ben
Название: SQL Programming: Learn the Ultimate Coding, Basic Rules of the Structured Query Language for Databases like Microsoft SQL Server (Step-
ISBN: 3985560064 ISBN-13(EAN): 9783985560066
Издательство: Неизвестно
Рейтинг:
Цена: 4134.00 р.
Наличие на складе: Нет в наличии.

Описание: You are 1-Click Away From Understanding The Ins & Outs Of SQL Fast, In Simple Language

Data is the new currency these days. But how exactly do you generate/capture this data, organize it, manipulate it, give people access to it and store it in a way that you can start analyze and make sense of it?

The answer is simple; leverage the power of SQL

But what exactly is SQL?

What does it do?

How do you use SQL to achieve different goals?

What benefits can you expect from learning SQL?

If you have these and related questions, this book answers these and other questions you may have about SQL in simple language to help you to start applying what you learn immediately. The book covers SQL deeply and widely to enable you to have more than average level knowledge of the different concepts about SQL that you should know to effectively it in different facets of your life.

Here is a summary of what you will learn from the book:
  • The basics about SQL including what it is, how SQL has evolved over the years, the different SQL query types, why databases as critical and more
  • The concept of Data Definition Language (DDL), including DDL for table and database creation, DDL foreign key in tables, DDL altering for foreign key, using DDL to create views, delete and drop tables and more
  • How to ensure the integrity of data with unique constraints, not null constraints, foreign key constraints, primary key constraints and much more
  • Unions and joins of SQL, including union all command, union command, left join, right join and inner join
  • The ins and outs of databases in SQL, including how to create databases, remove databases, create schema, create tables and insert data into the tables, populate a table with new data, insert null values, sorting entries, using various clauses and more
  • How to create, delete and change roles, users and logins for different parts of a database in SQL
  • The ins and outs of SQL views, including how to add a view to a database, create an updateable view, set up database security, drop a view and more
  • The inner workings of administration of databases, including using order by, where clause, recovery models, database restores, attaching and detaching databases, query structure and select statement etc.
  • SQL transactions, including what a transaction is, what it is composed of, how to set constraints in SQL transactions, start SQL transactions, rollback, use Savepoint, commit and more
  • The ins and outs of SQL triggers, including what triggers are, why they are necessary, how they work, how to create your triggers, delete triggers, change triggers and more
  • And much more

The book is complete with easy to follow examples and illustrations to break down seemingly complex concepts into easy to understand steps that you can start applying right away

Get ready to start unlocking the full power of SQL even if you've never learned it before.

And even if you've learned SQL before but still have questions you need answers for, you will find the book extremely helpful as well.

Click Buy Now With 1-Click or Buy Now to get started



Python for Data Analysis: Master Deep Learning with Python Language and Become Great at Programming Python for Beginners with Hands-on Project (

Автор: Scratch Jason
Название: Python for Data Analysis: Master Deep Learning with Python Language and Become Great at Programming Python for Beginners with Hands-on Project (
ISBN: 1914183274 ISBN-13(EAN): 9781914183270
Издательство: Неизвестно
Рейтинг:
Цена: 4821.00 р.
Наличие на складе: Нет в наличии.

Описание:

55% discount for bookstores! Now at $34,95 instead of 44,95!

Are you interested in seeing what machine learning is to be able to help you to get more out of your business?


SQL: A 7-Day Crash Course to Quickly Learn Structured Query Language Programming, Database Management, and Server Administr

Автор: Russel John
Название: SQL: A 7-Day Crash Course to Quickly Learn Structured Query Language Programming, Database Management, and Server Administr
ISBN: 191392288X ISBN-13(EAN): 9781913922887
Издательство: Неизвестно
Рейтинг:
Цена: 3858.00 р.
Наличие на складе: Нет в наличии.

Описание: With the help of SQL: A 7 Days Crash Course you are ready to get started with creating, modifying, moving, and even deleting parts of your database.

SQL: A 7-Day Crash Course to Quickly Learn Structured Query Language Programming, Database Management, and Server Administr

Автор: Russel John
Название: SQL: A 7-Day Crash Course to Quickly Learn Structured Query Language Programming, Database Management, and Server Administr
ISBN: 1913922464 ISBN-13(EAN): 9781913922467
Издательство: Неизвестно
Рейтинг:
Цена: 2482.00 р.
Наличие на складе: Нет в наличии.

Описание: With the help of this guidebook, you will be able to master all of the basic skills of SQL in just seven days. With the help of SQL: A 7 Days Crash Course you are ready to get started with creating, modifying, moving, and even deleting parts of your database.

Machine Learning Pocket Reference: A Quick Guide to Structured Machine Learning Techniques

Автор: Harrison Matt
Название: Machine Learning Pocket Reference: A Quick Guide to Structured Machine Learning Techniques
ISBN: 1492047546 ISBN-13(EAN): 9781492047544
Издательство: Wiley
Рейтинг:
Цена: 2390.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: With detailed notes, tables, and examples, this handy reference will help you navigate the basics of structured machine learning. Author Matt Harrison delivers a valuable guide that you can use for additional support during training and as a convenient resource when you dive into your next machine learning project.

Getting Structured Data from the Internet: Running Web Crawlers/Scrapers on a Big Data Production Scale

Автор: Patel Jay M.
Название: Getting Structured Data from the Internet: Running Web Crawlers/Scrapers on a Big Data Production Scale
ISBN: 1484265750 ISBN-13(EAN): 9781484265758
Издательство: Springer
Цена: 7685.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: Intermediate user level

SQL for Beginners: The basic and easy for beginner`s guide to introduce and understand structured query language

Автор: Python Matthew
Название: SQL for Beginners: The basic and easy for beginner`s guide to introduce and understand structured query language
ISBN: 180125754X ISBN-13(EAN): 9781801257541
Издательство: Неизвестно
Рейтинг:
Цена: 3580.00 р.
Наличие на складе: Нет в наличии.

Описание: Are you a developer who is looking forward to learning how to easily query and update data?Are you someone who is looking forward to continuing your expertise in Database administration?The truth is: A lot of tech enthusiasts trying to develop web and mobile applications are not aware of the most important means of storing and modifying data.If you are a programmer you should be aware that data is the essential entity for the success of applications and database query languages are necessary for easy manipulation of data.

But are you confused about choosing a query language for your applications?

Don't panic because we provide you with a solution in the form of SQL.

SQL is one of the most famous database query languages that have taken over almost three-fourths of the internet. The reason for its excellent adaptability is its simplicity. It is also a well-learned language that can increase database optimization capabilities.

Learning SQL is a must for any developer nowadays. You can even continue your career as a database administrator if things turn out well in your learning curve. But a lot of enthusiast programmers often backup during the initial learning process due to a bad guide or reference book they will catch up on usually. But don't worry now because you are on the right hands looking at one of the best SQL programming books available in the market that is concise and practical at the same time.

You Will Also Learn:

- What is SQL?

- What is a Relational Database?

- What are Data Definition Languages?

- What is Advanced Join Queries?

- What are the views and how to update them?

- Database Security model

- Backup techniques

- How to select data?

- A brief explanation about control flow tools

- A brief look at some of the projects

SQL Programming: Learn the Ultimate Coding, Basic Rules of the Structured Query Language for Databases like Microsoft SQL Server (Step-

Автор: Chan Ben
Название: SQL Programming: Learn the Ultimate Coding, Basic Rules of the Structured Query Language for Databases like Microsoft SQL Server (Step-
ISBN: 3985560854 ISBN-13(EAN): 9783985560851
Издательство: Неизвестно
Рейтинг:
Цена: 5513.00 р.
Наличие на складе: Нет в наличии.

Описание: You are 1-Click Away From Understanding The Ins & Outs Of SQL Fast, In Simple Language

Data is the new currency these days. But how exactly do you generate/capture this data, organize it, manipulate it, give people access to it and store it in a way that you can start analyze and make sense of it?

The answer is simple; leverage the power of SQL

But what exactly is SQL?

What does it do?

How do you use SQL to achieve different goals?

What benefits can you expect from learning SQL?

If you have these and related questions, this book answers these and other questions you may have about SQL in simple language to help you to start applying what you learn immediately. The book covers SQL deeply and widely to enable you to have more than average level knowledge of the different concepts about SQL that you should know to effectively it in different facets of your life.

Here is a summary of what you will learn from the book:
  • The basics about SQL including what it is, how SQL has evolved over the years, the different SQL query types, why databases as critical and more
  • The concept of Data Definition Language (DDL), including DDL for table and database creation, DDL foreign key in tables, DDL altering for foreign key, using DDL to create views, delete and drop tables and more
  • How to ensure the integrity of data with unique constraints, not null constraints, foreign key constraints, primary key constraints and much more
  • Unions and joins of SQL, including union all command, union command, left join, right join and inner join
  • The ins and outs of databases in SQL, including how to create databases, remove databases, create schema, create tables and insert data into the tables, populate a table with new data, insert null values, sorting entries, using various clauses and more
  • How to create, delete and change roles, users and logins for different parts of a database in SQL
  • The ins and outs of SQL views, including how to add a view to a database, create an updateable view, set up database security, drop a view and more
  • The inner workings of administration of databases, including using order by, where clause, recovery models, database restores, attaching and detaching databases, query structure and select statement etc.
  • SQL transactions, including what a transaction is, what it is composed of, how to set constraints in SQL transactions, start SQL transactions, rollback, use Savepoint, commit and more
  • The ins and outs of SQL triggers, including what triggers are, why they are necessary, how they work, how to create your triggers, delete triggers, change triggers and more
  • And much more

The book is complete with easy to follow examples and illustrations to break down seemingly complex concepts into easy to understand steps that you can start applying right away

Get ready to start unlocking the full power of SQL even if you've never learned it before.

And even if you've learned SQL before but still have questions you need answers for, you will find the book extremely helpful as well.

Click Buy Now With 1-Click or Buy Now to get started







SQL Programming: Learn the Ultimate Coding, Basic Rules of the Structured Query Language for Databases like Microsoft SQL Server (Step-

Автор: Chan Ben
Название: SQL Programming: Learn the Ultimate Coding, Basic Rules of the Structured Query Language for Databases like Microsoft SQL Server (Step-
ISBN: 3949231056 ISBN-13(EAN): 9783949231056
Издательство: Неизвестно
Рейтинг:
Цена: 3166.00 р.
Наличие на складе: Нет в наличии.

Описание: You are 1-Click Away From Understanding The Ins & Outs Of SQL Fast, In Simple Language

Data is the new currency these days. But how exactly do you generate/capture this data, organize it, manipulate it, give people access to it and store it in a way that you can start analyze and make sense of it?

The answer is simple; leverage the power of SQL

But what exactly is SQL?

What does it do?

How do you use SQL to achieve different goals?

What benefits can you expect from learning SQL?

If you have these and related questions, this book answers these and other questions you may have about SQL in simple language to help you to start applying what you learn immediately. The book covers SQL deeply and widely to enable you to have more than average level knowledge of the different concepts about SQL that you should know to effectively it in different facets of your life.

Here is a summary of what you will learn from the book:
  • The basics about SQL including what it is, how SQL has evolved over the years, the different SQL query types, why databases as critical and more
  • The concept of Data Definition Language (DDL), including DDL for table and database creation, DDL foreign key in tables, DDL altering for foreign key, using DDL to create views, delete and drop tables and more
  • How to ensure the integrity of data with unique constraints, not null constraints, foreign key constraints, primary key constraints and much more
  • Unions and joins of SQL, including union all command, union command, left join, right join and inner join
  • The ins and outs of databases in SQL, including how to create databases, remove databases, create schema, create tables and insert data into the tables, populate a table with new data, insert null values, sorting entries, using various clauses and more
  • How to create, delete and change roles, users and logins for different parts of a database in SQL
  • The ins and outs of SQL views, including how to add a view to a database, create an updateable view, set up database security, drop a view and more
  • The inner workings of administration of databases, including using order by, where clause, recovery models, database restores, attaching and detaching databases, query structure and select statement etc.
  • SQL transactions, including what a transaction is, what it is composed of, how to set constraints in SQL transactions, start SQL transactions, rollback, use Savepoint, commit and more
  • The ins and outs of SQL triggers, including what triggers are, why they are necessary, how they work, how to create your triggers, delete triggers, change triggers and more
  • And much more

The book is complete with easy to follow examples and illustrations to break down seemingly complex concepts into easy to understand steps that you can start applying right away

Get ready to start unlocking the full power of SQL even if you've never learned it before.

And even if you've learned SQL before but still have questions you need answers for, you will find the book extremely helpful as well.

Click Buy Now With 1-Click or Buy Now to get started




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