ML Insights Blog

Demystifying machine learning, one concept at a time.

The Curse of Dimensionality: Why ML Is Hard Yet Fascinating

By Mikko Salama · April 18, 2025 · 6 min read

Explore why high-dimensional data presents unique challenges in machine learning, how it makes the field difficult yet intellectually stimulating, and what techniques can help.

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Curriculum Vitae (CV)

About me & professional background

Summary of education, work experience, and skills.

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Best Resources to Learn Machine Learning

By Mikko Salama · ML Learning

Top courses and resources: fast.ai, Andrew Ng's Coursera, DeepLearning.AI, and more.

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Why XGBoost Still Reigns Supreme for Tabular and Time Series Data

By Mikko Salama · ML Practice

Why XGBoost and tree models often outperform neural networks for structured data, and when to use them.

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