Data Science Live Book: An Intuitive and Practical Approach to Data Analysis, Data Preparation and Machine Learning, Suitable for All Ages! (B (Paperback or Softback)
Idioma: inglés
Editorial: Pablo Adrian Casas 3/27/2018, 2018
- Tapa blanda
- Nuevo
Librería: BargainBookStores, Grand Rapids, MI, Estados Unidos de AmericaBargainBookStores
Vendedor de IberLibro desde 23 de enero de 2002
Condición: Nuevo
EUR 19,31
Cantidad disponible: 5 disponibles
Añadir al carritoDescripción del artículo del vendedor
Data Science Live Book: An Intuitive and Practical Approach to Data Analysis, Data Preparation and Machine Learning, Suitable for All Ages! (B.
N° de ref. del artículo BBS-9789874269041
- Título
- Data Science Live Book: An Intuitive and Practical Approach to Data Analysis, Data Preparation and Machine Learning, Suitable for All Ages! (B (Paperback or Softback)
- Autor
- Casas, Pablo
- Editorial
- Pablo Adrian Casas 3/27/2018
- Año de publicación
- 2018
- Estado
- New
- Tipo de libro
- Book
- Encuadernación
- Paperback or Softback
- Idioma
- inglés
- ISBN 10
- 9874269049
- ISBN 13
- 9789874269041
- Peso del artículo
- 0,99 libras
Welcome!
It’s a book to learn data science, machine learning and data analysis with tons of examples and explanations around several topics like:- Exploratory data analysis
- Data preparation
- Selecting best variables
- Model performance
Everything is related to everything
The book’s premise is “everything is related to everything”. It is noticed in the relationship across different sections, for example choosing the right data type for any variable could be related to dealing with missing values, and vice-versa.In addition, some technical examples are related to “real-life” situations as well as philosophical concepts. The ultimate goal is to simplify the learning journey.How is it organized?
It's a playbook with full of data preparation receipts, using the open source R language. There are two types of examples, some are oriented to teach general concepts around data analysis (like the information theory concept), while others are intended to show how to transform missing values, choosing the correct data type, and the implications in any case; among others, using easy copy-paste pieces of code.Please note that this is not a book to learn how to program R from scratch, nor how algorithms are implemented (math and stats area).Who is the target audience?
It’s aimed to people who are Programmers and data scientists who work -or want to- in machine learning projects. However, the ones who don’t want -or don’t know- how to code, can get some useful insights which can add value as data project analysts.All the R examples are well explained in code comments.No math or statistical background to understand it.The book tries to be as tool-independent as possible. For example, the decision of what to do to deal with missing or extreme values is the whether we choose R, Python, Julia. What it changes is the how.Last words
To develop a critical thinking, without taking any statement as the "true truth", it’s essential in this sea of books, courses, videos and any technical material to learn. This book is just another view in the data science perspective. Hope you like it :)Index
Exploratory data analysis
- Profiling, The voice of the numbers
- Correlation and Relationship
- Handling Data Types
- High Cardinality Variable in Descriptive Stats
- High Cardinality Variable in Predictive Modeling
- Treatment of outliers
- Missing Data: Analysis, Handling, and Imputation of
- Considerations involving time
- General Aspects in Selecting Best Variables
- Intuition
- The "best" selection?
- The nature of the selection
- Improving variables
- Cleaning by domain knowledge
- Variables work in groups
- Correlation between input variables
- Keep it simple
- Variable selection in Clustering?
- Selecting the best variables in practice
- Target profiling
- Knowing the Error
- Out-of-Time Validation
- Gain and Lift Analysis
- Scoring Data
- The magic of percentiles
- funModeling quick-start
“Sinopsis” puede pertenecer a otra edición de este título.
Reseña del editor
Welcome!
It’s a book to learn data science, machine learning and data analysis with tons of examples and explanations around several topics like:- Exploratory data analysis
- Data preparation
- Selecting best variables
- Model performance
Everything is related to everything
The book’s premise is “everything is related to everything”. It is noticed in the relationship across different sections, for example choosing the right data type for any variable could be related to dealing with missing values, and vice-versa.In addition, some technical examples are related to “real-life” situations as well as philosophical concepts. The ultimate goal is to simplify the learning journey.How is it organized?
It's a playbook with full of data preparation receipts, using the open source R language. There are two types of examples, some are oriented to teach general concepts around data analysis (like the information theory concept), while others are intended to show how to transform missing values, choosing the correct data type, and the implications in any case; among others, using easy copy-paste pieces of code.Please note that this is not a book to learn how to program R from scratch, nor how algorithms are implemented (math and stats area).Who is the target audience?
It’s aimed to people who are Programmers and data scientists who work -or want to- in machine learning projects. However, the ones who don’t want -or don’t know- how to code, can get some useful insights which can add value as data project analysts.All the R examples are well explained in code comments.No math or statistical background to understand it.The book tries to be as tool-independent as possible. For example, the decision of what to do to deal with missing or extreme values is the whether we choose R, Python, Julia. What it changes is the how.Last words
To develop a critical thinking, without taking any statement as the "true truth", it’s essential in this sea of books, courses, videos and any technical material to learn. This book is just another view in the data science perspective. Hope you like it :)Index
Exploratory data analysis
- Profiling, The voice of the numbers
- Correlation and Relationship
- Handling Data Types
- High Cardinality Variable in Descriptive Stats
- High Cardinality Variable in Predictive Modeling
- Treatment of outliers
- Missing Data: Analysis, Handling, and Imputation of
- Considerations involving time
- General Aspects in Selecting Best Variables
- Intuition
- The "best" selection?
- The nature of the selection
- Improving variables
- Cleaning by domain knowledge
- Variables work in groups
- Correlation between input variables
- Keep it simple
- Variable selection in Clustering?
- Selecting the best variables in practice
- Target profiling
- Knowing the Error
- Out-of-Time Validation
- Gain and Lift Analysis
- Scoring Data
- The magic of percentiles
- funModeling quick-start
“Acerca de” puede pertenecer a otra edición de este título.
BargainBookStores
Grand Rapids, MI, Estados Unidos de America
Vendedor de IberLibro desde 23 de enero de 2002
Tarifas de envío en Estados Unidos de America
| Artículo | De 4 a 10 días hábiles | De 4 a 9 días hábiles |
|---|---|---|
| Primer artículo | EUR 0,00 | EUR 35,16 |
Métodos de pago
Descripción de la tienda
Save up to 90% on your favorite items at BargainBookStores.com! Our 20,000 square foot warehouse in Grand Rapids, Michigan is filled with hundreds of thousands of books and consumer goods, all at the lowest prices! We've been serving internet customers with great deals since 2001. All books ship from Grand Rapids, Michigan. 100% Customer Satisfaction Guaranteed We want to ensure your satisfaction. If you are dissatisfied with your purchase or shopping experience, we would like to hear from you. Please contact us by email: cs@bargainbookstores.com. Please be sure to include your contact information and order number. We do not charge a restocking fee for returns. Your Privacy BargainBookStores.com does not provide, sell or market customer information to other businesses or organizations.…
Especialidad
Out of Print Books, Specializing in Academic and Professional Books, Bargain Books - Save Up to 90% Off Publisher's List Price!, Remainder Books, Store-Wide Range of New Books in all CategoriesInformación empresarial del vendedor
BargainBookStores
3423 Lousma Dr SE
Grand Rapids, MI Estados Unidos de America 49548
Condiciones de venta
BargainBookStores guarantees 100% Customer Satisfaction. We ship worldwide and offer a variety of shipping methods to meet your needs. Please place your order directly via ABEBooks.com. We accept payment by MasterCard and Visa. For more information, contact us by email at cs@bargainbookstores.com. Full contact info is below:
BargainBookStores.com LLC
3423 Lousma Dr SE
Grand Rapids, MI 49548
Derecho al desistimiento
Si es un consumidor, puede rescindir el contrato de acuerdo con lo siguiente. Por consumidor se entiende cualquier persona física que actúe con fines ajenos a su actividad comercial, empresarial, oficio o profesión.
Información sobre el derecho de desistimiento
Derecho legal de desistimiento
Tiene derecho a rescindir este contrato en un plazo de 14 días sin dar ningún motivo.
El periodo de desistimiento vencerá a los 14 días desde que usted, o un tercero que no sea el transportista e indicado por usted, adquiera la posesión física del último bien o del último lote o pieza.
Para ejercer el derecho de desistimiento, complete de forma electrónica y envíe una declaración clara en nuestro sitio web, desde "Mis compras" en "Mi cuenta". Le enviaremos sin demora un acuse de recibo de dicho desistimiento a través de un soporte duradero (por ejemplo, por correo electrónico).
Para cumplir con el plazo de desistimiento, basta con que envíe su comunicación relativa al ejercicio del derecho de desistimiento antes de que venza el periodo de desistimiento.
Efectos del desistimiento
Si rescinde este contrato, le reembolsaremos todos los pagos que hayamos recibido de usted, incluidos los gastos de envío (excepto los gastos adicionales que surjan si elige un tipo de envío que no sea el tipo de envío estándar más económico que ofrecemos).
Podemos hacer una deducción del reembolso por la pérdida de valor de cualquier bien suministrado, si la pérdida es el resultado de una manipulación innecesaria por su parte.
Efectuaremos el reembolso sin demoras indebidas y, a más tardar, 14 días después de que se nos informe de su decisión de rescindir este contrato.
Efectuaremos el reembolso utilizando el mismo medio de pago que utilizó para la transacción inicial, a menos que haya acordado expresamente lo contrario; en cualquier caso, no incurrirá en ningún cargo como resultado de dicho reembolso.
Podremos retener el reembolso hasta que hayamos recibido los bienes o hasta que nos haya presentado una prueba de que los ha devuelto, lo que ocurra primero.
Deberá devolver los bienes o entregarlos a BargainBookStores, Grand Rapids, Michigan, U.S.A., sin demoras indebidas y, en cualquier caso, en un plazo máximo de 14 días a partir del día en que nos comunique su desistimiento del presente contrato. El plazo se cumple si devuelve la mercancía antes de que venza el periodo de 14 días. Tendrá que asumir los gastos directos de devolución de los bienes. Usted solo es responsable de la disminución del valor de los bienes como resultado de una manipulación distinta a la necesaria para establecer la naturaleza, las características y el funcionamiento de los bienes.
Excepciones al derecho de desistimiento
El derecho de desistimiento no se aplica a lo siguiente:
- La entrega de periódicos, diarios o revistas, con la excepción de los contratos de suscripción; y
- El suministro de contenido digital que no se proporcione en un soporte tangible (por ejemplo, en un CD o DVD) si, al hacer el pedido, aceptó que podíamos empezar a entregarlo y que no podría desistir una vez iniciada la entrega.
Condiciones de envío
We will ship to all domestic and most international destinations.
Please note: Shipping times are estimated and are not guaranteed by BargainBookStores.