Tag: Data science
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Handling imbalanced datasets in machine learning
Posted on February 6, 2019, Level intermediate Resource Length long
An article by Bapriste Rocca about handling imbalanced datasets in machine learning. He searches and answer on question what should and should not be done when facing an imbalanced classes problem.
Tags big-data big-data data-science miscellaneous machine-learning
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Enterprise-level data science: lessons from the front lines
Posted on December 29, 2018, Level beginner Resource Length medium
Blog post by Levi Brackman on best practices for enterprise level data science. Data science, machine learning (ML) and artificial intelligence (AI) are relatively new endeavors for enterprise-level business. Many companies are batch training as well as batch scoring ML models.
Tags big-data data-science machine-learning analytics
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Data Mining and Predictive Analytics: Things we should care about
Posted on December 28, 2018, Level beginner Resource Length medium
Vikash Kumar from custom application development company Tatvasoft published this post about predicitive analytics. Data and tons of data are found at the core of any organization's success or failure. Businesses are going with all guns to create a better position in the marketplace by understanding their customer base, making constant improvements in their operations, outperforming their competitors and what not!
Tags analytics miscellaneous big-data cio data-science
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Understanding the potential of Artificial Intelligence
Posted on December 21, 2018, Level beginner Resource Length long
An interesting interview with Daniel Hulme, CEO of the AI solutions startup Satalia, offers other chief executives a primer on the technology that will shape the future of work and business. Published on strategy-business.com by Euan Cameron and Deborah Unger.
Tags big-data cloud data-science miscellaneous machine-learning
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4 edge computing technologies enabling IoT ready network infrastructure
Posted on September 30, 2018, Level beginner Resource Length short
A quick intro into IoT networking. Networks around the world are going through a massive transformation in which edge computing devices and edge infrastructure development hold a key role.
Tags iot data-science big-data machine-learning software-architecture
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Intuitive explanation of Convolutional Neural Networks
Posted on September 29, 2018, Level intermediate Resource Length long
An older article by jjwalkarn about Convolutional Neural Networks. Convolutional Neural Networks (ConvNets or CNNs) are a category of Neural Networks that have proven very effective in areas such as image recognition and classification.
Tags miscellaneous data-science big-data machine-learning
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An Introduction to Q#
Posted on July 14, 2018, Level beginner Resource Length short
Ankit Sharma article focusing on Q# language. Q# is an accessible language for quantum computing. Q# is the new programming language introduced by Microsoft for quantum computing. Author goes over the data types, expressions, and statements of Q# with the help of code snippets.
Tags programming data-science big-data machine-learning
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Why is the human brain so efficient?
Posted on June 24, 2018, Level beginner Resource Length medium
Liqun Luo, professor in the School of Humanities and Sciences, and professor, by courtesy, of neurobiology, at Stanford University, published this interesting essay about human brain efficiency and how massive parallelism lifts the brain's performance above that of AI. The brain is complex; in humans it consists of about 100 billion neurons, making on the order of 100 trillion connections.
Tags data-science big-data
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Building a simple Keras + deep learning REST API
Posted on June 12, 2018, Level intermediate Resource Length medium
Adrian Rosebrock tutorial in which he will present a simple method to take a Keras model and deploy it as a REST API. The examples covered in this post will serve as a template/starting point for building your own deep learning APIs.
Tags big-data data-science programming
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Trying out Containerized Applications on Apache Hadoop YARN 3.1
Posted on May 20, 2018, Level intermediate Resource Length medium
Shane Kumpf & Vinod Kumar Vavilapalli & Saumitra Buragohain from Hortonworks wrote series of articles about Hadoop. This is the 5th blog of this seres and in this blog, they will explore running Docker containers on YARN for faster time to market and faster time to insights for data intensive workloads at scale.
Tags big-data data-science database
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Intuitive guide to data structures and algorithms
Posted on May 17, 2018, Level beginner Resource Length long
Excellent, simple and user-friendly guide to data structures and algorithms by interviewcake.com. Interview Cake is a study tool that preps software engineering candidates for programming interviews. Created by Parker Phinney, ex-Googler who also worked in a handful of startups.
Tags programming data-science
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How to build a mini supercomputer for under $100
Posted on April 18, 2018, Level beginner Resource Length medium
An article by Daniel Oberhaus in which he offers a quick inside how Wei Lin built a scalable computing cluster comprised of $7 chips. Github user Wei Lin has demonstrated, it's possible to make a home made computing cluster that doesn't break the bank.
Tags programming cloud data-science agile