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Oct 64 min

How Generative AI Can Enhance Conventional Machine Learning

Distinguishing between generative AI and conventional machine learning can be confusing, especially when applying them to practical...

Apr 22, 20213 min

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...

1,116 views0 comments

Mar 2, 20213 min

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...

1,261 views0 comments

Jan 24, 20215 min

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

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

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

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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