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 13 geophysical log prediction frameworks tracked. The highest-rated is RamySaleem/Machine-Predict-Lithologies-Using-Wireline-logs at 37/100 with 23 stars.

Get all 13 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=geophysical-log-prediction&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	RamySaleem/Machine-Predict-Lithologies-Using-Wireline-logs To identify lithologies, geoscientists use subsurface data such as wireline...	37	Emerging	23	Jupyter Notebook
2	kbhujbal/SubmarineShield-underwater_anomaly_recognition_svm ⚓ ML system for submarine threat detection using SVM to classify sonar...	32	Emerging	9	Python
3	CatalystsReachOut/SonarRockMinePrediction Submarines have to predict whether it is crossing a mine or a rock. So, we...	27	Experimental	10	Jupyter Notebook
4	Promisekeh/Lithology-Prediction-with-Machine-Learning Lithology prediction of oil well logs using machine learning	24	Experimental	4	Jupyter Notebook
5	NhanPhamThanh-IT/Logistic-Regression-Rock-Mine-Prediction 🪨 Machine learning project using logistic regression to classify sonar...	21	Experimental	16	Jupyter Notebook
6	Vinnamre/Well-log-Analysis-and-sonic-log-prediction 🔍 Sonic Log Analysis and Prediction using Machine Learning (Volve Field...	19	Experimental	2	Lasso
7	bp198/ML-Project Machine Learning pipeline for predicting trilobite fossil age from...	19	Experimental	2	Jupyter Notebook
8	waleedgeo/GFSM Official Repository for the paper "Global Flood Susceptibility"	17	Experimental	—	—
9	Ariwazobia/geo-ai-lithology-prediction Machine learning-based lithology classification using synthetic well-log...	13	Experimental	—	Jupyter Notebook
10	rafaseto/lithofacies-classification-from-image-logs This project integrates conventional and image well logs for lithofacies...	12	Experimental	2	Jupyter Notebook
11	tanishqharit/Rock_vs_Mine_Prediction This notebook builds a machine learning model to classify sonar signal data...	11	Experimental	—	Jupyter Notebook
12	imtej/Lithofacies-Classification-using-ML-Techniques Lithofacies classification using well log data from the Hugoton and Panoma...	11	Experimental	4	Jupyter Notebook
13	Slimani-CE/sonar-rock-vs-mine-prediction This project involves the classification of sonar signals into two...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

Machine-Predict-Lithologies-Using-Wireline-logs and Lithology-Prediction-with-Machine-Learning (37 vs 24)