7 Python Project Ideas to Showcase Your Data Science Skills

Manikandan

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1. Automated Data Cleaning Pipeline

Pipeline to handle null values, data transformations, and outlier detection

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2. A Simple ETL (Extract, Transform, Load) Pipeline

We automate the process of extracting, transforming, and loading data from various data sources to a single database.

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3. Python Package for Data Profiling

Create package for analyze dataset and generate stats, while identify any data anomalies.

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4. CLI Tool for Generating Data Science Project Environments

Create a data science project folder and environment setup tool.

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5. Pipeline for Automated Data Validation

Create a validation pipeline to validate nulls, duplicates, and value ranges.

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6. Performance Profiler for Python Functions

Create a tool that measures memory usage and execution time, identifying performance bottlenecks in Python code.

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7. Data Versioning Tool for Machine Learning Models

Build a tool to track and manage different dataset versions, essential for reproducible machine learning models.

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