Using Machine Learning in Solar Physics

Using Machine Learning in Solar Physics

This article provides a step-by-step overview of how to access solar data, preprocess it, and build a Topological Data Analysis-based classifier. We then discuss the performance of the classifier at the end.

How Can We Predict Coronal Mass Ejections?

Coronal Mass Ejection (CME) is a significant release of plasma and magnetic field from the Sun into interplanetary space. CMEs are the primary source of strong geomagnetic storms, which are major disturbances of Earth’s magnetosphere that can lead to massive damage of satellites, power grids, and telecommunications/navigation systems. Therefore, it is important to forecast geomagnetic storms — and CMEs that lead to such events — in a reliable way. In this article, I share my way of applying machine learning techniques to predicting CMEs.

This article provides a step-by-step overview of how to access solar data, preprocess it, and build a Topological Data Analysis-based classifier. We then discuss the performance of the classifier at the end.

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Most popular Data Science and Machine Learning courses — July 2020

Most popular Data Science and Machine Learning courses — August 2020. This list was last updated in August 2020 — and will be updated regularly so as to keep it relevant

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Artificial Intelligence (AI) vs Machine Learning vs Deep Learning vs Data Science: Artificial intelligence is a field where set of techniques are used to make computers as smart as humans. Machine learning is a sub domain of artificial intelligence where set of statistical and neural network based algorithms are used for training a computer in doing a smart task. Deep learning is all about neural networks. Deep learning is considered to be a sub field of machine learning. Pytorch and Tensorflow are two popular frameworks that can be used in doing deep learning.

Artificial Intelligence vs Machine Learning vs Data Science

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AI(Artificial Intelligence): The Business Benefits of Machine Learning

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Data science vs. Machine Learning vs. Artificial Intelligence

In this tutorial on "Data Science vs Machine Learning vs Artificial Intelligence," we are going to cover the whole relationship between them and how they are different from each other.