selkurdy
I am a geophysicist in the Oil Industry with 40 years+ experience. My current focus is on Python and Machine Learning. Interested in consulting work.
Pinned Repositories
adventures-in-ml-code
This repository holds all the code for the site http://www.adventuresinmachinelearning.com
DepthConversion
Seismic Depth Conversion using Quadratic Functions
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.
MLSeistoLog
Transform seismic segy to logs using Machine Learning
PhaseAttrib
Phase attribute that correlates with gamma ray logs to detect depositional sequences
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
WellTDFunctions
Compute Time-Depth functions to be later used for depth conversion by mapping function coefficients
selkurdy's Repositories
selkurdy/MLSeistoLog
Transform seismic segy to logs using Machine Learning
selkurdy/DepthConversion
Seismic Depth Conversion using Quadratic Functions
selkurdy/seisattrib2log
Build ML model from seismic attributes and well logs to convert segy to pseudo logs
selkurdy/SeismicVelocityAnalysis
Fit quadratic functions to seismic velocities for depth conversion with probabilities
selkurdy/HHTAttributes
Generate attributes from Hilbert Huang Transform (aka Empirical Mode Decomposition)
selkurdy/HorizonMachineLearning
Machine Learning Horizon Guided attributes for reservoir properties prediction
selkurdy/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.
selkurdy/PhaseAttrib
Phase attribute that correlates with gamma ray logs to detect depositional sequences
selkurdy/WellTDFunctions
Compute Time-Depth functions to be later used for depth conversion by mapping function coefficients
selkurdy/adventures-in-ml-code
This repository holds all the code for the site http://www.adventuresinmachinelearning.com
selkurdy/BootstrapBayesErrorAnalysis
Any model prediction error analysis using bootstrap and bayesian approaches, then applying correction
selkurdy/Econstants
Computation of elastic constants and anisotropy from logs
selkurdy/giotto-time
Time series analysis suite
selkurdy/MLattrib
Building ML models for any data set
selkurdy/PorosityProbabilityfromAI
Computing probabilities from well xplot of porosity vs AI for a segy AI volume generating P10, P50, & P90 segy
selkurdy/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.
selkurdy/PseudoGR
Generate pseudo gamma ray logs from crossplotting acoustic vs shear impedance
selkurdy/PyTorch-Tutorial
Build your neural network easy and fast
selkurdy/VTI_AVO
Modeling impact of VTI on AVO
selkurdy/2016-ml-contest
Machine learning contest - October 2016 TLE
selkurdy/BackInterpolate
Use xyz list from a grid to find values at well locations
selkurdy/bokeh
Interactive Web Plotting for Python
selkurdy/catboost
CatBoost is an open-source gradient boosting on decision trees library with categorical features support out of the box for Python, R
selkurdy/docopt
Pythonic command line arguments parser, that will make you smile
selkurdy/interpret
Fit interpretable models. Explain blackbox machine learning.
selkurdy/keras_extensions
A collection of small extensions to Keras (RBM, momentum schedule, ..)
selkurdy/MarkdownViewerPlusPlus
A Notepad++ Plugin to view a Markdown file rendered on-the-fly
selkurdy/materials
Bonus materials, exercises, and example projects for our Python tutorials
selkurdy/ML2023INTRO
Material for Intro to ML course in 2023
selkurdy/scikit-learn-videos
Jupyter notebooks from the scikit-learn video series