Machine Learning for Analysis

Applying ML techniques to extract patterns, anomalies, and actionable insights from complex datasets.

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Why It Matters

Traditional statistical analysis misses non-linear relationships that ML can detect. Professionals who combine domain expertise with ML analysis deliver insights that purely automated systems cannot.

How to Get Started

Learn pandas and scikit-learn in Python, then practice on Kaggle's structured data competitions to build a portfolio of analytical ML projects.

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