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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...

Ryan Mardani
Oct 23, 20243 min read
35 views
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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...

Ryan Mardani
Oct 6, 20244 min read
132 views
1 comment


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...

Ryan Mardani
Apr 22, 20213 min read
1,205 views
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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...

Ryan Mardani
Mar 2, 20213 min read
1,345 views
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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...

Ryan Mardani
Jan 24, 20215 min read
380 views
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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,...

Ryan Mardani
Jan 22, 20215 min read
141 views
0 comments


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....

Ryan Mardani
Jan 3, 20214 min read
144 views
0 comments


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,...

Ryan Mardani
Dec 23, 20207 min read
354 views
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