Some essential machine learning techniques include:

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The Kaggle Book: Data Analysis and Machine Learning for Competitive Data Science

It emphasizes the critical importance of designing robust validation, covering k-fold, probabilistic, and adversarial validation to prevent leaderboard "leakage".