Kaggle Book. Machine Learning and Data Analysis

The book discusses advanced techniques in machine learning and data science based on problems solved on the world-renowned platform Kaggle. It demonstrates (including through engaging interviews with Kaggle grandmasters) how the Kaggle platform functions and the competitions held on it. The material presented enables the development of essential skills and the creation of a portfolio in machine learning, data analysis, natural language processing, and working with sets. A unique pool of tasks has been selected, covering various classification and evaluation metrics, neural network training methods, validation schemes, and the identification of patterns and trends in materials of any complexity. For data analysis and machine learning specialists.