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Florencia Silvestre
En este proyecto guiado de 1 hora, aprenderemos cómo interactuar con un clúster de Spark usando el entorno Jupyter y cómo crear una aplicación Spark.
Aprenderemos a utilizar Spark Resisilent Distributed Datasets y Spark Data Frames para explorar colecciones de datos. Cargaremos un conjunto de datos en nuestro programa Spark y realizaremos análisis de datos utilizando acciones, transformaciones, Spark DataFrame API y Spark SQL.
Aprenderemos como elegir las mejores herramientas para utilizar en cada escenario. Finalmente, aprenderemos a guardar resultados en tablas de Parquet.
Register for this course and see more details by visiting:
OpenCourser.com/course/ao73vg/explorar
What's inside
Syllabus
Explorar precios de acciones con Spark SQL
¡Bienvenido a este curso basado en proyectos sobre exploración de precios de acciones con Spark SQL!
En este proyecto, aprenderá los conceptos básicos de la programación distribuida utilizando Spark y aprenderá a derivar conocimientos de los datos de una manera interactiva.
Esta es una gran experiencia práctica para interactuar con Spark.
Aprenderá cómo cargar datos de manera óptima para el análisis y cómo puede explorarlos utilizando Spark RDD, Spark DataFrames.
Al final de este proyecto, podrá explorar y realizar análisis estadísticos en conjuntos de datos de precios de acciones utilizando Apache Spark SQL y la API Spark DataFrame.
Los alumnos podrán crear tablas de parquet y almacenar sus resultados en ellas.
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Esta experiencia práctica capacita a los alumnos en el análisis de conjuntos de datos de precios de acciones utilizando Spark SQL y la API de Spark DataFrame
Exploración de precios de acciones, una práctica habitual en la industria financiera
Desarrolla habilidades prácticas para interactuar con Spark, lo que fortalece las habilidades técnicas de los alumnos
El curso proporciona conocimientos básicos de programación distribuida, lo que amplía la comprensión técnica de los alumnos
Utiliza tablas de Parquet para almacenar resultados, lo que demuestra prácticas de almacenamiento de datos del sector
El proyecto guiado de una hora de duración ofrece una experiencia de aprendizaje eficiente
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Save Explorar precios de acciones con Spark SQL to your list so you can find it easily later:
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Reviews summary
Excellent practical spark sql
This course is an excellent, practical introduction to Spark SQL. It is well-paced and provides a good overview of the basics of Spark SQL, including loading data, exploring data, and performing analysis.
The course is very practical and hands-on.
"Excelente curso, pude entender muy bien todos los conceptos y la practica en el uso de PySpark"
Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Explorar precios de acciones con Spark SQL with these
activities:
Revisit RDDs and Spark DataFrames
Show steps
Ensure a solid understanding of fundamentals before diving into the course
Show steps
-
Review the principles of RDDs
-
Explore the Spark DataFrame API
Walkthrough of Spark SQL Tutorial
Show steps
Gain practical experience with Spark SQL through guided examples
Browse courses on
Spark SQL
Show steps
-
Follow the steps in the Spark SQL tutorial
-
Try out different queries and transformations
Build a Stock Market Analysis Application
Show steps
Apply your knowledge to a real-world problem and build a valuable portfolio piece
Browse courses on
Stock Market Analysis
Show steps
-
Define the scope and requirements of the project
-
Gather and prepare stock market data
-
Develop models for stock price prediction
-
Create a user interface for the application
One other activity
Expand to see all activities and additional details
Show all four activities
Participate in a Spark Hackathon
Show steps
Challenge yourself and showcase your abilities in a competitive environment
Show steps
-
Find an upcoming Spark hackathon
-
Form a team or participate individually
-
Work on a project that utilizes Spark
Revisit RDDs and Spark DataFrames
Show steps
Ensure a solid understanding of fundamentals before diving into the course
Show steps
Show steps
Show steps
- Review the principles of RDDs
- Explore the Spark DataFrame API
Walkthrough of Spark SQL Tutorial
Show steps
Gain practical experience with Spark SQL through guided examples
Browse courses on
Spark SQL
Show steps
Show steps
Show steps
- Follow the steps in the Spark SQL tutorial
- Try out different queries and transformations
Build a Stock Market Analysis Application
Show steps
Apply your knowledge to a real-world problem and build a valuable portfolio piece
Browse courses on
Stock Market Analysis
Show steps
Show steps
Show steps
- Define the scope and requirements of the project
- Gather and prepare stock market data
- Develop models for stock price prediction
- Create a user interface for the application
One other activity
Expand to see all activities and additional details
Show all four activities
Participate in a Spark Hackathon
Show steps
Challenge yourself and showcase your abilities in a competitive environment
Show steps
Show steps
Show steps
- Find an upcoming Spark hackathon
- Form a team or participate individually
- Work on a project that utilizes Spark
Career center
Learners who complete Explorar precios de acciones con Spark SQL will develop knowledge and skills
that may be useful to these careers:
Data Scientist
Data Scientist
A Data Scientist uses data to solve problems and make predictions. This course, Explorar precios de acciones con Spark SQL, will help you build a foundation for a career as a Data Scientist by teaching you how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. You will learn how to load data into Spark, transform it, and perform statistical analysis. This course will help you develop the skills you need to succeed as a Data Scientist.
Data Analyst
Data Analyst
A Data Analyst collects, cleans, and interprets data to help companies make informed decisions. This course, Explorar precios de acciones con Spark SQL, provides a strong foundation for data analysis by teaching you how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. You will learn how to load data into Spark, transform it, and perform statistical analysis. This course will help you develop the skills you need to succeed as a Data Analyst.
Data Engineer
Data Engineer
A Data Engineer builds and maintains the infrastructure that supports data analysis. This course, Explorar precios de acciones con Spark SQL, will help you build a foundation for a career as a Data Engineer by teaching you how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. You will learn how to load data into Spark, transform it, and perform statistical analysis. This course will help you develop the skills you need to succeed as a Data Engineer.
Statistician
Statistician
A Statistician collects, analyzes, and interprets data to draw conclusions about the world. This course, Explorar precios de acciones con Spark SQL, may be useful for Statisticians who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use big data to make informed decisions.
Data Architect
Data Architect
A Data Architect designs and builds the data infrastructure that supports data analysis. This course, Explorar precios de acciones con Spark SQL, may be useful for Data Architects who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to design and build data infrastructure that meets the needs of your organization.
Software Engineer
Software Engineer
A Software Engineer designs, develops, and maintains software applications. This course, Explorar precios de acciones con Spark SQL, may be useful for Software Engineers who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to integrate data analysis into your software applications.
Data Visualization Analyst
Data Visualization Analyst
A Data Visualization Analyst uses data to create visual representations of data. This course, Explorar precios de acciones con Spark SQL, may be useful for Data Visualization Analysts who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to create visual representations that are easy to understand and communicate.
Financial Analyst
Financial Analyst
A Financial Analyst uses data to make investment decisions. This course, Explorar precios de acciones con Spark SQL, may be useful for Financial Analysts who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to make informed investment decisions.
Risk Analyst
Risk Analyst
A Risk Analyst uses data to identify and manage risks. This course, Explorar precios de acciones con Spark SQL, may be useful for Risk Analysts who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to make informed decisions about risk.
Machine Learning Engineer
Machine Learning Engineer
A Machine Learning Engineer builds and maintains machine learning models. This course, Explorar precios de acciones con Spark SQL, may be useful for Machine Learning Engineers who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to build and maintain machine learning models.
Quantitative Analyst
Quantitative Analyst
A Quantitative Analyst uses data to make investment decisions. This course, Explorar precios de acciones con Spark SQL, may be useful for Quantitative Analysts who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to make informed investment decisions.
Business Analyst
Business Analyst
A Business Analyst uses data to help businesses make better decisions. This course, Explorar precios de acciones con Spark SQL, may be useful for Business Analysts who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to improve business outcomes.
Market Researcher
Market Researcher
A Market Researcher collects and analyzes data to understand consumer behavior. This course, Explorar precios de acciones con Spark SQL, may be useful for Market Researchers who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to make informed marketing decisions.
Product Manager
Product Manager
A Product Manager is responsible for the development and launch of new products. This course, Explorar precios de acciones con Spark SQL, may be useful for Product Managers who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to make informed decisions about product development.
Operations Research Analyst
Operations Research Analyst
An Operations Research Analyst uses data to solve problems and improve efficiency. This course, Explorar precios de acciones con Spark SQL, may be useful for Operations Research Analysts who want to learn how to use Apache Spark SQL and the Spark DataFrame API to explore and analyze data. This course will help you develop the skills you need to use data to make informed decisions about how to operate your business.
For more career information including salaries, visit:
OpenCourser.com/course/ao73vg/explorar
Reading list
We've selected six books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Explorar precios de acciones con Spark SQL.
Este libro proporciona una descripción completa de Spark. Cubre temas como la arquitectura de Spark, sus componentes principales y cómo se puede utilizar para procesar grandes conjuntos de datos.
Save
Provides a comprehensive overview of Spark SQL, including its architecture, programming model, and best practices. It valuable resource for anyone who wants to learn more about Spark SQL.
Este libro proporciona una guía práctica para usar Spark con R. Cubre temas como la instalación de Spark, la creación de aplicaciones Spark y el uso de Spark SQL.
Este libro proporciona una guía práctica para usar Spark con Java. Cubre temas como la instalación de Spark, la creación de aplicaciones Spark y el uso de Spark SQL.
Save
Provides a deep dive into the internals of Spark. It covers topics such as memory management, task scheduling, and performance tuning.
Provides a comprehensive overview of advanced analytics with Spark. It covers topics such as machine learning, graph processing, and stream processing.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/ao73vg/explorar
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Effort
2 horas
Level
Intermediate
Via
Coursera
Institution
Coursera Project Network
Instructor
Florencia Silvestre
Language
Español
Good to know
Esta experiencia práctica capacita a los alumnos en el análisis de conjuntos de datos de precios de acciones utilizando Spark SQL y la API de Spark DataFrame
Exploración de precios de acciones, una práctica habitual en la industria financiera
Desarrolla habilidades prácticas para interactuar con Spark, lo que fortalece las habilidades técnicas de los alumnos
El curso proporciona conocimientos básicos de programación distribuida, lo que amplía la comprensión técnica de los alumnos
Utiliza tablas de Parquet para almacenar resultados, lo que demuestra prácticas de almacenamiento de datos del sector
El proyecto guiado de una hora de duración ofrece una experiencia de aprendizaje eficiente
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