Tag: Machine learning
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Understanding Unikernels: The future of cloud computing, probably
Posted on February 21, 2021, Level beginner Resource Length medium
Having used Containers, Kubernetes and Serverless (a lot!) over the last few years, I catch myself wondering 'What next?' when it comes to more efficient, faster and secure units of computing. By Nithin Jois.
Tags distributed software-architecture linux devops performance data-science machine-learning
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How I built Machine learning with Amazon Personalize and a Customer Data Platform
Posted on January 23, 2021, Level intermediate Resource Length long
By making off-the-rack machine learning models accessible for anyone to use, cloud ML services like Amazon Personalize help make ML-driven customer experiences available to teams at any scale. By @mparticle.
Tags aws machine-learning learning big-data data-science
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Improving the performance of your imbalanced machine learning classifiers
Posted on January 17, 2021, Level beginner Resource Length medium
A comprehensive guide to handling imbalanced datasets. By Francis Adrian Viernes.
Tags machine-learning learning big-data data-science
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How to grid search deep learning models for time series forecasting
Posted on November 29, 2020, Level intermediate Resource Length medium
Grid searching is generally not an operation that we can perform with deep learning methods. This is because deep learning methods often require large amounts of data and large models, together resulting in models that take hours, days, or weeks to train. By Jason Brownlee.
Tags how-to machine-learning big-data data-science
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In search for future of cloud storage, researchers look to holographic storage solutions
Posted on November 11, 2020, Level beginner Resource Length medium
Data storage has always been a key tenet of compute, and with the massive growth in cloud compute, the demand for cloud data storage has opened an avenue for both revisiting prior technologies and developing new ones. It is projected that around 125 zettabytes of data will be generated annually by 2024, and storing this in a cost-effective way is going to be a big challenge. By Benn Thomsen , Senior Principal Researcher Dushyanth Narayanan , Senior Principal Researcher Ant Rowstron , Distinguished Engineer / Deputy Lab Director.
Tags cloud performance servers miscellaneous machine-learning
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How to run TensorFlow Lite models on Raspberry Pi
Posted on November 5, 2020, Level beginner Resource Length long
Ahmed Fawzy Gad published this piece about running machine learning on edge devices. The deep learning models created using TensorFlow require high processing capabilities to perform inference. Fortunately, there is a Lite version of TensorFlow called TensorFlow Lite (TFLite for short) which allows such models to run on devices with limited capabilities. Inference is performed in less than a second.
Tags machine-learning app-development robotics big-data data-science
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As AI chips improve, is TOPS the best way to measure their power?
Posted on October 14, 2020, Level beginner Resource Length medium
About the challenge of evaluating AI chip performance using "TOPS", a metric that means trillions of operations per second, or "tera operations per second". By Jeremy Horwitz.
Tags big-data machine-learning data-science robotics performance
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US begins $1 billion quantum computing plan to get ahead of 'adversaries'
Posted on August 30, 2020, Level beginner Resource Length medium
The government is funding basic research in AI, too. When big technologies like mobile phones, 5G networks and e-commerce arrive, it's important to get in on the ground floor. That's why the US government is establishing 12 new research centers, funded with hundreds of millions of dollars, to boost artificial intelligence and quantum computing. By Stephen Shankland @cnet.com.
Tags how-to cloud data-science machine-learning big-data software
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How close are computers to automating mathematical reasoning?
Posted on August 29, 2020, Level beginner Resource Length long
AI tools are shaping next-generation theorem provers, and with them the relationship between math and machine. By Stephen Ornes.
Tags machine-learning miscellaneous big-data robotics performance
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How to use Azure Durable Entities to see who's the strongest Avenger
Posted on August 19, 2020, Level intermediate Resource Length short
In the movies, Thor keeps saying that he "is the strongest Avenger". Some people say that it's actually Hulk, but I guess it's a matter of perspective. How can we find a solution to this riddle? By using Azure Durable Entities of course! By Davide Guida.
Tags serverless cloud azure machine-learning
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Quantum computing: A key ally for meeting business objectives
Posted on August 2, 2020, Level beginner Resource Length medium
Quantum computing provides a new way of optimizing business processes with use cases spanning finance, logistics, telecommunications, and transport operations. An article by Reply, published on MIT technology review.
Tags miscellaneous machine-learning software-architecture learning management
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Introduction to Machine Learning K-Nearest Neighbors (KNN) algorithm in Python
Posted on July 13, 2020, Level beginner Resource Length long
Machine Learning is one of the most popular approaches in Artificial Intelligence. Over the past decade, Machine Learning has become one of the integral parts of our life. It is implemented in a task as simple as recognizing human handwriting or as complex as self-driving cars. By Vibhu Singh.
Tags machine-learning big-data data-science fintech python