BOOKS - PROGRAMMING - Data Science. Наука о данных с нуля
US $8.76
992554
992554
Data Science. Наука о данных с нуля
Author: Джоэл Грас
Year: 2021
Number of pages: 418
Format: PDF
File size: 24,8 MB
Language: RU
Year: 2021
Number of pages: 418
Format: PDF
File size: 24,8 MB
Language: RU
The book allows you to study data science (Data Science) and apply the knowledge gained in practice. It contains a short course in Python, elements of linear algebra, statistics, probability theory, data processing methods. The basics of machine learning are given. Algorithms for k nearest neighbors, naive Bayes classification, linear and logistic regression are described, as well as models based on decision trees, neural networks and clustering. Natural language processing techniques, social network analysis methods, database basics, SQL and MapReduce are considered. In the second edition, examples are rewritten in Python 3.6, toy datasets are replaced with "real," materials are added on deep learning and data ethics, statistics and natural language processing, recurrent neural networks, word vector embeddings and matrix decomposition.