Ryan A. MardaniinTowards Data ScienceLithology Prediction Using Deep Learning: Force 2020 Competition Dataset: Part.1The objective of this competition was to predict lithology labels from well logs, provided NDP lithostratigraphy and well X, Y position…Mar 3, 2021Mar 3, 2021
Ryan A. MardaniinTowards Data SciencePractical Machine Learning Tutorial: Part.4 (Model Evaluation-2)Multi-class Classification Problem: Geoscience example (Facies)Nov 25, 2020Nov 25, 2020
Ryan A. MardaniinTowards Data SciencePractical Machine Learning Tutorial: Part.3 (Model Evaluation-1)Multi-class Classification Problem: Geoscience example (Facies)Nov 4, 20201Nov 4, 20201
Ryan A. MardaniinTowards Data SciencePractical Machine Learning Tutorial: Part.2 (Build Model & Validate)Multi-class Classification Problem: Geoscience example (Facies)Oct 20, 20201Oct 20, 20201
Ryan A. MardaniinTowards Data SciencePractical Machine Learning Tutorial: Part.1 (Data Exploratory Analysis)Multi-class Classification Problem: Geoscience example (Facies)Oct 12, 20202Oct 12, 20202
Ryan A. MardaniinTowards Data ScienceBayesian Hyper-Parameter Optimization: Neural Networks, TensorFlow, Facies Prediction ExampleAutomate hyper-parameters tuning for NNs (learning rate, number of dense layers and nodes and activation function)Aug 9, 20204Aug 9, 20204
Ryan A. MardaniinTowards Data ScienceGenerating Synthetic Seismogram in PythonSeven steps to generate seismogram from well logsJul 3, 20203Jul 3, 20203
Ryan A. MardaniinTowards Data Science5 Steps in Pandas to Process Petrophysical Well LogsIn the previous work, we implemented 10 simple steps using pandas to process petrophysical well logs in LAS format. In this project, we…Jun 15, 20201Jun 15, 20201
Ryan A. MardaniinTowards Data ScienceData Science in Finance:Moving Average Strategy Back Test in Python for Historical Stock Price DataApr 21, 20202Apr 21, 20202
Ryan A. MardaniinTowards Data Science10 Steps in Pandas to Process LAS File and PlotI use these steps to prepare well log data in LAS format to plotMar 30, 20204Mar 30, 20204
