Sami Elkurdy's repositories
MLSeistoLog
Transform seismic segy to logs using Machine Learning
DepthConversion
Seismic Depth Conversion using Quadratic Functions
seisattrib2log
Build ML model from seismic attributes and well logs to convert segy to pseudo logs
SeismicVelocityAnalysis
Fit quadratic functions to seismic velocities for depth conversion with probabilities
HHTAttributes
Generate attributes from Hilbert Huang Transform (aka Empirical Mode Decomposition)
HorizonMachineLearning
Machine Learning Horizon Guided attributes for reservoir properties prediction
iip-machine-learning
In this notebook, we will learn the step-by-step procedures on how to preprocess and prepare image datasets to extract quantifiable features for a machine learning algorithm. Functions like morphological operations and regionprops will be used.
PhaseAttrib
Phase attribute that correlates with gamma ray logs to detect depositional sequences
WellTDFunctions
Compute Time-Depth functions to be later used for depth conversion by mapping function coefficients
adventures-in-ml-code
This repository holds all the code for the site http://www.adventuresinmachinelearning.com
BootstrapBayesErrorAnalysis
Any model prediction error analysis using bootstrap and bayesian approaches, then applying correction
Econstants
Computation of elastic constants and anisotropy from logs
giotto-time
Time series analysis suite
PorosityProbabilityfromAI
Computing probabilities from well xplot of porosity vs AI for a segy AI volume generating P10, P50, & P90 segy
practical-machine-learning-with-python
Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.
PyTorch-Tutorial
Build your neural network easy and fast
2016-ml-contest
Machine learning contest - October 2016 TLE
BackInterpolate
Use xyz list from a grid to find values at well locations
keras_extensions
A collection of small extensions to Keras (RBM, momentum schedule, ..)
MarkdownViewerPlusPlus
A Notepad++ Plugin to view a Markdown file rendered on-the-fly
ML2023INTRO
Material for Intro to ML course in 2023
scikit-learn-videos
Jupyter notebooks from the scikit-learn video series