Geophysical Log Prediction ML Frameworks

Machine learning projects for predicting subsurface rock and mineral properties from well logs and sonar signals in oil/gas and geoscience applications. Does NOT include general classification tasks, non-geophysical domains, or projects without explicit log/sonar data components.

There are 10 geophysical log prediction frameworks tracked. The highest-rated is RamySaleem/Machine-Predict-Lithologies-Using-Wireline-logs at 30/100 with 23 stars.

Get all 10 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	RamySaleem/Machine-Predict-Lithologies-Using-Wireline-logs To identify lithologies, geoscientists use subsurface data such as wireline...	30	Emerging	23	Jupyter Notebook
2	kbhujbal/SubmarineShield-underwater_anomaly_recognition_svm ⚓ ML system for submarine threat detection using SVM to classify sonar...	28	Experimental	9	Python
3	CatalystsReachOut/SonarRockMinePrediction Submarines have to predict whether it is crossing a mine or a rock. So, we...	20	Experimental	10	Jupyter Notebook
4	waleedgeo/GFSM Official Repository for the paper "Global Flood Susceptibility"	19	Experimental	—	—
5	Promisekeh/Lithology-Prediction-with-Machine-Learning Lithology prediction of oil well logs using machine learning	17	Experimental	4	Jupyter Notebook
6	NhanPhamThanh-IT/Logistic-Regression-Rock-Mine-Prediction 🪨 Machine learning project using logistic regression to classify sonar...	15	Experimental	16	Jupyter Notebook
7	Vinnamre/Well-log-Analysis-and-sonic-log-prediction 🔍 Sonic Log Analysis and Prediction using Machine Learning (Volve Field...	13	Experimental	2	Lasso
8	bp198/ML-Project Machine Learning pipeline for predicting trilobite fossil age from...	13	Experimental	2	Jupyter Notebook
9	sintaahwalisa/Landscape-Labor-Predictor A predictive analytics project forecasting labor demand in the landscaping...	11	Experimental	—	Jupyter Notebook
10	Ariwazobia/geo-ai-lithology-prediction Machine learning-based lithology classification using synthetic well-log...	11	Experimental	—	Jupyter Notebook