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Data Engineering Roadmap, Learning Path,& Career Track 2025

ProjectPro

Good knowledge of various machine learning and deep learning algorithms will be a bonus. Knowledge of popular big data tools like Apache Spark, Apache Hadoop, etc. Good communication skills as a data engineer directly works with the different teams. For machine learning, an introductory text by Gareth M.

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They Handle 500B Events Daily. Here’s Their Data Engineering Architecture.

Monte Carlo

When you click on a show in Netflix, you’re setting off a chain of data-driven processes behind the scenes to create a personalized and smooth viewing experience. As soon as you click, data about your choice flows into a global Kafka queue, which Flink then uses to help power Netflix’s recommendation engine.

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Top Hadoop Projects and Spark Projects for Beginners 2025

ProjectPro

Big data has taken over many aspects of our lives and as it continues to grow and expand, big data is creating the need for better and faster data storage and analysis. These Apache Hadoop projects are mostly into migration, integration, scalability, data analytics, and streaming analysis. Why Apache Spark?

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BI On Hadoop: Transforming Big Data Into Big Insights

ProjectPro

Check out this comprehensive tutorial on Business Intelligence on Hadoop and unlock the full potential of your data! million terabytes of data are generated daily. This ever-increasing volume of data generated today has made processing, storing, and analyzing challenging. The global Hadoop market grew from $74.6

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Hadoop vs Spark: Main Big Data Tools Explained

AltexSoft

Hadoop and Spark are the two most popular platforms for Big Data processing. They both enable you to deal with huge collections of data no matter its format — from Excel tables to user feedback on websites to images and video files. What are its limitations and how do the Hadoop ecosystem address them? What is Hadoop.

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30+ Data Engineering Projects for Beginners in 2025

ProjectPro

Most of us have observed that data scientist is usually labeled the hottest job of the 21st century, but is it the only most desirable job? No, that is not the only job in the data world. These trends underscore the growing demand and significance of data engineering in driving innovation across industries. venues or weather).

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How to Become an Artificial Intelligence Engineer in 2025

ProjectPro

The demand for data-related roles has increased massively in the past few years. Companies are actively seeking talent in these areas, and there is a huge market for individuals who can manipulate data, work with large databases and build machine learning algorithms. What is an AI Engineer? What does an AI Engineer do?