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Data Science

Stop Slow Pandas Apply: 7 Powerful Alternatives for 2025

Is pandas.apply slowing down your data analysis? Discover 7 powerful, faster alternatives for 2025, from vectorization to parallel processing. Speed up your code!

Dr. Elena Kuznetsova•Sep 8, 2025

6 min read

Python Development

My 2025 Python Setup: 10x Faster on the Cloud with uv & Coiled

Discover the ultimate 2025 Python setup. Learn how to combine `uv` for ultra-fast dependency management with `Coiled` for scalable cloud computing. 10x your speed!

Dr. Elena Petrova•Aug 8, 2025

7 min read

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