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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...

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...

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...

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,...

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....

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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