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WalidBS's Projects

3d-cnnpca icon 3d-cnnpca

Code for 3D CNN-PCA: A Deep-Learning-Based Parameterization for Complex Geomodels

bp-statistical-review-2020 icon bp-statistical-review-2020

The project represent using Python to extract clean data from the Annaul BP statistical review on world energy. the goal is to get data extracted in a clean formate using pandas.

carbonate-characterization-jupiter-notebook-workflow-modules-with-clerkes-arab-d-calibration-data icon carbonate-characterization-jupiter-notebook-workflow-modules-with-clerkes-arab-d-calibration-data

This repository uses Jupyter Notebooks to demonstrate a tried and proven workflow with the techniques as described by Phillips(1) et al. used in the characterization of most Arab D reservoirs in Saudi Arabia. Permeability, Petrophysical Rock Types (PRT), Capillary Pressure and modeled saturations are all estimated or calculated in this workflow in order to characterize this complex carbonate reservoirs, and Clerke’s(2) Arab D Rosetta Stone core analysis database is used as the calibration data.

cnn-surrogate icon cnn-surrogate

Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification

cnn-vs-transformers icon cnn-vs-transformers

CNN and Transformer models for evaluating best model performance for Retinal images.

courses icon courses

This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

dapper icon dapper

Data Assimilation with Python: a Package for Experimental Research

deepflow icon deepflow

Pytorch implementation of "DeepFlow: History Matching in the Space of Deep Generative Models"

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