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Ryan Mardani
Oct 23, 20243 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...
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Ryan Mardani
Oct 6, 20244 min read
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...
125 views1 comment
Ryan Mardani
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...
1,159 views0 comments
Ryan Mardani
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...
1,282 views0 comments
Ryan Mardani
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...
365 views0 comments
Ryan Mardani
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,...
139 views0 comments
Ryan Mardani
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....
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Ryan Mardani
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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