Libro adottato a Politecnico di Milano, a.a. 2026/2027 · 3 canali
«Alpaydin – Introduction to Machine Learning» è adottato per Machine Learning dal prof. Carlotta Orsenigo (Biomedical Engineering, Management Engineering – Politecnico di Milano); per Model Identification And Machine Learning [I.C.] dal prof. Carlotta Orsenigo (Biomedical Engineering – Politecnico di Milano).
Argomenti del programma: Introduction to Machine Learning Motivations of machine learning. Machine learning, artificial intelligence and big data. Applications of machine learning. Representation of input data. Machine learning process. Exploratory data analysis Data validation and cleansing, outlier and missing values detection. Data transformation. Data reduction. Sampling. Feature selection. Features extraction by filtering.
Argomenti del programma: Introduction to Machine Learning Motivations of machine learning. Machine learning, artificial intelligence and big data. Applications of machine learning. Representation of input data. Machine learning process. Exploratory data analysis Data validation and cleansing, outlier and missing values detection. Data transformation. Data reduction. Sampling. Feature selection. Features extraction by filtering.
Argomenti del programma: Introduction to Machine Learning Motivations of machine learning. Machine learning, artificial intelligence and big data. Applications of machine learning. Representation of input data. Machine learning process. Exploratory data analysis Data validation and cleansing, outlier and missing values detection. Data transformation. Data reduction. Sampling. Feature selection. Features extraction by filtering.
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