Best Data Engineering Projects for Beginners in 2024
1.
ETL Pipeline for Social Media Data: Extract, transform, load pipeline for Twitter/Facebook data.
2.
Data Warehouse Setup: Build a basic data warehouse using SQL/NoSQL databases.
3.
Web Scraping & Data Aggregation: Collect data from websites using Python libraries.
4.
Data Cleaning & Preprocessing: Develop scripts to clean and preprocess messy datasets.
5.
Real-time Data Streaming: Create a pipeline to process streaming data from IoT devices.
6.
Data Visualization Dashboard: Design interactive dashboards using tools like Tableau or Power BI.
7.
Natural Language Processing: Analyze text data using NLP techniques for sentiment analysis.
8.
Recommendation System: Build a basic recommendation engine using collaborative filtering.
9.
Time Series Analysis: Analyze and forecast time-series data using statistical models.
10.
Data Pipeline Monitoring: Implement tools to monitor and manage data pipelines efficiently.
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