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You're reading from  Hands-On Data Science with the Command Line

Product typeBook
Published inJan 2019
Reading LevelIntermediate
PublisherPackt
ISBN-139781789132984
Edition1st Edition
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Authors (3):
Jason Morris
Jason Morris
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Jason Morris

Jason Morris is a systems and research engineer with over 19 years of experience in system architecture, research engineering, and large data analysis. His primary focus is machine learning with TensorFlow, CUDA, and Apache Spark. Jason is also a speaker and a consultant for designing large-scale architectures, implementing best security practices on the cloud, creating near real-time image detection analytics with deep learning, and developing serverless architectures to aid in ETL. His most recent roles include solution architect, big data engineer, big data specialist, and instructor at Amazon Web Services. He is currently the Chief Technology Officer of Next Rev Technologies and his favorite command line program is netcat
Read more about Jason Morris

Chris McCubbin
Chris McCubbin
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Chris McCubbin

Chris McCubbin is a data scientist and software developer with 20 years experience in developing complex systems and analytics. He co-founded the successful big data security startup Sqrrl, since acquired by Amazon. He has also developed smart swarming systems for drones, social network analysis systems in MapReduce and big data security analytic platforms using the Apache projects Accumulo and Spark. He has been using the Unix command line starting on IRIX platforms in college and his favorite command line program is find.
Read more about Chris McCubbin

Raymond Page
Raymond Page
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Raymond Page

Raymond Page is a computer engineer specializing in site reliability. His experience with embedded development engendered a passion for removing the pervasive bloat from web technologies and cloud computing. His favorite command is cat.
Read more about Raymond Page

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Python (pandas, numpy, scikit-learn)

Counting things often gets you to where you need to be, but sometimes more complex tools are required to do the job. Fortunately, we can write our own tools in the UNIX paradigm and use them in our workstream pipes along with our other command-line tools if we so desire.

One such tool is python, along with popular data science libraries such as pandas, numpy, and scikit-learn. This isn't a text on all the great things those libraries can do for you (if you'd like to learn, a good place to start is the official python tutorial (https://docs.python.org/3/tutorial/) and the basics of Pandas data structures in the Pandas documentation (https://pandas.pydata.org/pandas-docs/stable/basics.html). Make sure you have Python, pip, and pandas installed before you continue (see Chapter 1, Data Science at the Command Line and Setting It Up)...

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Hands-On Data Science with the Command Line
Published in: Jan 2019Publisher: PacktISBN-13: 9781789132984

Authors (3)

author image
Jason Morris

Jason Morris is a systems and research engineer with over 19 years of experience in system architecture, research engineering, and large data analysis. His primary focus is machine learning with TensorFlow, CUDA, and Apache Spark. Jason is also a speaker and a consultant for designing large-scale architectures, implementing best security practices on the cloud, creating near real-time image detection analytics with deep learning, and developing serverless architectures to aid in ETL. His most recent roles include solution architect, big data engineer, big data specialist, and instructor at Amazon Web Services. He is currently the Chief Technology Officer of Next Rev Technologies and his favorite command line program is netcat
Read more about Jason Morris

author image
Chris McCubbin

Chris McCubbin is a data scientist and software developer with 20 years experience in developing complex systems and analytics. He co-founded the successful big data security startup Sqrrl, since acquired by Amazon. He has also developed smart swarming systems for drones, social network analysis systems in MapReduce and big data security analytic platforms using the Apache projects Accumulo and Spark. He has been using the Unix command line starting on IRIX platforms in college and his favorite command line program is find.
Read more about Chris McCubbin

author image
Raymond Page

Raymond Page is a computer engineer specializing in site reliability. His experience with embedded development engendered a passion for removing the pervasive bloat from web technologies and cloud computing. His favorite command is cat.
Read more about Raymond Page