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You're reading from  Practical Big Data Analytics

Product typeBook
Published inJan 2018
Reading LevelIntermediate
PublisherPackt
ISBN-139781783554393
Edition1st Edition
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Nataraj Dasgupta
Nataraj Dasgupta
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Nataraj Dasgupta

Nataraj Dasgupta is the vice president of advanced analytics at RxDataScience Inc. Nataraj has been in the IT industry for more than 19 years, and has worked in the technical and analytics divisions of Philip Morris, IBM, UBS Investment Bank, and Purdue Pharma. At Purdue Pharma, Nataraj led the data science division, where he developed the company's award-winning big data and machine learning platform. Prior to Purdue, at UBS, he held the role of Associate Director, working with high-frequency and algorithmic trading technologies in the foreign exchange trading division of the bank.
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Data science solutions in the enterprise


As discussed before, in general, we can broadly categorize data science into two primary sections:

  • Enterprise data warehouse and data mining
  • Enterprise data science: machine learning, artificial intelligence

In this section, we will look at each of these individually and discuss both the software and hardware solutions used in the industry for delivering these capabilities.

Enterprise data warehouse and data mining

Today, there are scores of databases available in the industry that are marketed as NoSQL systems capable of running complex analytical queries. Most of them have one or more features of typical NoSQL systems, such as columnar, in-memory, key-value, document-oriented, graph-based, and so on. The next section highlights some of the key enterprise NoSQL systems in use today.

Traditional data warehouse systems

Traditional data warehouses might be a misnomer, since most of the traditional systems have also incorporated core concepts of NoSQL. However...

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Practical Big Data Analytics
Published in: Jan 2018Publisher: PacktISBN-13: 9781783554393

Author (1)

author image
Nataraj Dasgupta

Nataraj Dasgupta is the vice president of advanced analytics at RxDataScience Inc. Nataraj has been in the IT industry for more than 19 years, and has worked in the technical and analytics divisions of Philip Morris, IBM, UBS Investment Bank, and Purdue Pharma. At Purdue Pharma, Nataraj led the data science division, where he developed the company's award-winning big data and machine learning platform. Prior to Purdue, at UBS, he held the role of Associate Director, working with high-frequency and algorithmic trading technologies in the foreign exchange trading division of the bank.
Read more about Nataraj Dasgupta