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CPU vs. GPU : Computation Time Test on Tabular Well Log Data

Machine learning (ML) is growing fast, thanks to computer hardware advancements. The Newer branch of ML, Deep Learning, has been...

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Lithology Prediction Using Deep Learning: Force 2020 Dataset: Part.1 (data visualization)

The objective of the Force 2020 competition was to predict lithology labels from well logs, provided NDP lithostratigraphy and well X, Y...

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Interactive Web Application: Well Log Prediction Using Various Machine Learning Algorithms

Maybe this is a common thought that after working with code scripts, you want to convert it to a shareable application with a graphical...

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Practical Machine Learning Tutorial: Part.4 (Model Evaluation-2), Facies Example

In this part, we will elaborate on more model evaluation metrics specifically for multi-class classification problems. Learning curves...

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Practical Machine Learning Tutorial: Part.3 (Model Evaluation-1), Facies Example

In this part, we will elaborate on some model evaluation metrics specifically for multi-class classification problems. Accuracy,...

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Practical Machine Learning Tutorial: Part.2 (Build Model & Validate),Facies Example

In this part, we will build different models, validate them, and use the grid search approach to find out the optimum hyperparameters....

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Practical Machine Learning Tutorial: Part.1 (Exploratory Data Analysis), Facies Example

Although there are tons of great books and papers outside to practice machine learning, I always wanted to see something short, simple,...

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