TY - BOOK AU - Mukhopadhyay, Sayan TI - Advanced data analytics using Python SN - 9781484234495 (hard : alk. paper) U1 - 005.133 PY - 2018/// CY - [New York?] PB - Apress KW - Python (Computer program language) KW - Machine learning KW - Data mining N1 - Includes index; Introduction -- ETL with Python (structured data) -- Supervised learning using Python -- Unsupervised learning : clustering -- Deep learning and neural networks -- Time series -- Analytics at scale N2 - "Gain a broad foundation of advanced data analytics concepts and discover the recent revolution in databases such as Neo4j, Elasticsearch, and MongoDB. This book discusses how to implement ETL techniques including topical crawling, which is applied in domains such as high-frequency algorithmic trading and goal-oriented dialog systems. You'll also see practical examples of machine learning concepts such as semi-supervised learning, deep learning, computer vision and NLP. Practical Data Analytics with Python also covers important traditional data analysis techniques such as time series, principal component analysis through examples from real industry projects. After reading this book you will have experience of every technical aspect of an industrial analytics project. You'll get to know the concepts using Python code, thoroughly explained in each case."-- ER -