Tag: Machine learning
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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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Understand TensorFlow by mimicking its API from scratch
Posted on January 7, 2019, Level beginner Resource Length long
An article by Dominic Elm about learning TensorFlow. TensorFlow is a very powerful and open source library for implementing and deploying large-scale machine learning models.
Tags programming big-data big-data learning 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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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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Predictive Analytics: the future of digital marketing
Posted on December 9, 2018, Level beginner Resource Length long
An older blog post by Deepak Kanakaraju on hot topic of predictive analytics. As technology impacts every aspect of our lives, it is also creating an impact in predicting the future, with reasonable accuracy.
Tags big-data machine-learning analytics infosec
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Apple CoreML: Introduction to machine learning in mobile app development
Posted on November 5, 2018, Level beginner Resource Length medium
Post by JetRuby Agency about enhancing your mobile app with machine learning. You will find out what machine learning is and understand the way it changed our life. CoreML is a framework that was presented by Apple in 2017.
Tags ios machine-learning app-development
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Deep Learning with Python for beginners
Posted on October 5, 2018, Level intermediate Resource Length short
An article by Shailna Patidar in which she takes a look at Deep Learning with Python for beginners and explore the definition of Deep Learning as well as its main characteristics. Moreover, this article will go through Artificial Neural Networks and Deep Neural Networks, along with Deep Learning applications.
Tags python machine-learning programming big-data
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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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Deploy serverless machine learning microservice with scikit-learn
Posted on February 18, 2018, Level intermediate Resource Length medium
Patrick Michelberger created this tutorial in which we deploy a machine learning microservice using AWS Lambda, AWS API Gateway and scikit-learn.
Tags machine-learning aws serverless python
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Apache Kafka is not for event sourcing
Posted on February 1, 2018, Level beginner Resource Length medium
Jesper Hammarbäck article in which he argues why Kafka is not the best tool for event sourcing. Kafka is a great tool for delivering messages between producers and consumers and the optional topic durability allows you to store your messages permanently. Forever if you'd like.
Tags software-architecture apache streaming big-data machine-learning