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Data Engineering Roadmap, Learning Path,& Career Track 2025

ProjectPro

Data Engineering refers to creating practical designs for systems that can extract, keep, and inspect data at a large scale. Ability to demonstrate expertise in database management systems. However, you may refer to Introduction to Database Systems by Korth, Silberschatz & Sudarshan for exploring things in brief.

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What is Apache Iceberg: Features, Architecture & Use Cases

ProjectPro

Introduced by Facebook in 2009, it brought structure to chaos and allowed SQL access to Hadoop data. As organizations scaled in terms of data volume, number of users, and concurrent applications, cracks in the Hive format-based storage systems began to show. For a long time, the answer was the Apache Hive table format.

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25 TensorFlow Projects Ideas for Beginners to Practice in 2025

ProjectPro

Although there are entire applications based on it, ironically, creating your own Optical Character Recognition system isn’t all too hard. The well-loved Twitter is no stranger to these ranking systems. With a little research, implementing your own basic speech recognition system should be fairly easy.

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A case for QLC SSDs in the data center

Engineering at Meta

QLC flash as a technology has been around since 2009. As discussed above, our QLC systems are very high in density. This has been forcing data center engineers to meet their storage performance needs by shifting hot (frequently accessed) data to a TLC flash tier or by overprovisioning storage.

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Graph Neural Networks: Hands-on Guide

ProjectPro

Recommendation Systems You know when you get recommendations for what to watch or buy online? GNNs empower recommendation systems, social network analysis, drug discovery, and various domains, reshaping industries with their analytical prowess. GNNs are behind those! But where to find more projects? Who introduce Graph Neural Network?

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25+ SQL Projects Ideas for Data Analysis to Practice in 2025

ProjectPro

Data Analysts use SQL to build an inventory management system to help business owners make critical decisions related to inventory planning. The dataset contains Walmart store sales data (Year, Month, Product Category, and Sales) for the years 2009-2014. This project idea is inspired by the same system. Recall your college days.

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Going from Developer to CEO: Chronosphere

The Pragmatic Engineer

In 2009, the tech scene in Australia was not as vibrant as it is today: Atlassian was still small and Canva didn’t exist. Microsoft In 2009, not many US tech companies were hiring, as the sector was still recovering from the 2008 crash. With my team, we built the basics of what is now called AWS Systems Manager.