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所在平台: Udemy |
课程主页: https://www.udemy.com/course/microsoft-fabric-apache-spark-and-notebooks/
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**Course Summary: Microsoft Fabric - Apache Spark and Notebooks** 本课程深入探讨 Microsoft Fabric 中的 Apache Spark 和 Notebooks 功能，将分布式计算的强大能力与 Python、R、Scala 或 SQL 的交互式编码相结合。 **核心内容：** * **Spark 基础：** 学习 Spark 的 Pyspark 库，掌握使用 Pandas DataFrame 进行数据处理和常见的 DataFrame 操作。 * **数据处理与分析：** 精通数据过滤、DataFrame 连接以及日期和时间的便捷处理。 * **SQL on Spark：** 学习如何使用 SQL 查询 Delta Parquet 文件并将其存储在 DataFrame 中。 * **性能优化：** 掌握通过配置和自动调优来优化 Spark 性能的技巧，了解 Spark 环境的优化过程。 * **实战应用：** 通过超过 30 节讲座和实践练习，将所学知识应用于解决真实世界的数据挑战。 **主要收获：** * 掌握 Spark 库、DataFrame 和 SQL 的基础知识。 * 学会使用 DataFrame 进行数据过滤、聚合和连接。 * 获得处理日期和时间数据的专业技能。 * 掌握数据整理（Data Wrangling）技术。 * 了解 Spark 性能优化方法。 * 能够利用 Spark Notebooks 解决实际数据问题。 * 提升个人技能，为在大数据领域取得成功做好准备。 本课程适合希望在其日常工作中运用 Apache Spark 和 Notebooks 来提升数据处理能力和职业竞争力的学员。
This course takes you into the Microsoft Fabric experience of Apache Spark and Notebooks, where the power of distributed computing meets the elegance and fun of interactive coding in Python, R, Scala or SQL.In this comprehensive course, you will be introduced to Spark's pyspark library, empowering you to tackle common data challenges with remarkable ease. You will wrangle data in pandas dataframes and learn the most common dataframe operations. In short, you will acquire the skills necessary to manipulate your data in many different ways.As you move deeper into Spark, you will master the art of filtering data, joining dataframes, and manipulating dates and times with ease. You will also be exposed to using SQL in Spark, allowing you to use SQL queries to extract data from Delta Parquet files and storing them in dataframes.This course will also equip you with the knowledge you need to optimize Spark performance through effective configuration and autotuning. You will learn that there is very little you have to do to fully optimize the Spark environment in which your notebooks run. The course consists of over 30 lectures, complemented by hands-on practice exercises that will challenge your understanding of the concepts being taught and perhaps your research ability. By the end of this course, you will be a confident and proficient Spark notebook user, capable of harnessing its immense power to solve real-world data scenarios.Here are just some of the compelling benefits you will gain from this course:Master the fundamentals of Spark libraries, dataframes, and SQLLearn to how to filter, aggregate, and join data using dataframesGain expertise in manipulating dates and timesData WranglingLearn how to optimize Spark performance through configuration and autotuningSolve real-world data scenarios with Spark notebooksEnhance your resume with in-demand Fabric Spark notebook skillsPosition yourself for success in the booming field of Big DataIf you are ready to take your data skills to the next level, then enroll in this course today and learn how you can use Apache Spark and notebooks, integrated in Microsoft Fabric, in your day-to-day work.
