Detail kurzu

Introduction to Data Science Statistical Methods

EDU Trainings s.r.o.

Popis kurzu

This course gives an overview of the statistical methods used by data scientists, with an emphasis on the applicability to business problems. No software is shown in the course, and the mathematical details are kept to a minimum.

Obsah kurzu

Introduction to Data ScienceIntroduction to data science.Analytical life cycle.Preparing the Data for ModelingAnalytical challenges to predictive modeling.Feature engineering.Supervised ModelsIntroduction to supervised machine learning models.Regression.Decision trees.Neural networks.Support vector machines.Factorization machines.Ensemble models.Two-stage models.Unsupervised ModelsIntroduction to unsupervised models.Hierarchical clustering.K-means clustering.Self-organizing maps.Market basket analysis.Path analysis.Network analysis.Text analytics.Model AssessmentIntroduction to model assessment.

Cílová skupina

Business analysts who want an overview of the types of methods used in data science
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