Machine Learning

Oct 233 min read

Accelerating Pandas Operations with NVIDIA cuDF: A Performance Comparison

As data volumes grow exponentially, the need for faster data processing becomes critical. Traditional CPU-based data manipulation...

Apr 22, 20213 min read

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...

1,139 views0 comments

Mar 2, 20213 min read

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...

1,274 views0 comments

Jan 23, 20215 min read

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...

Jan 22, 20215 min read

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,...

Jan 3, 20214 min read

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....

Dec 23, 20207 min read

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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