├── 1. KNN_Classification.ipynb ├── 2. Linear regression.ipynb ├── 3. Logistic Regression.ipynb ├── 4. Kmean clustering.ipynb ├── 5. Random forest classification.ipynb ├── 6. Satellite Imagery Dataset preparation.ipynb ├── ReadMe.md └── img ├── classification_vs_regression.png ├── clustering.png ├── confusion_matrix.png ├── knn.png ├── lasso_equation.webp ├── linear_regression_eq.webp ├── loss_reg_eqation.webp ├── redge_equation.webp ├── rf1.webp ├── rf2.webp ├── roc_curve.webp └── supervised_vs_unsupervised.webp /1. KNN_Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/1. KNN_Classification.ipynb -------------------------------------------------------------------------------- /2. Linear regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/2. Linear regression.ipynb -------------------------------------------------------------------------------- /3. Logistic Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/3. Logistic Regression.ipynb -------------------------------------------------------------------------------- /4. Kmean clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/4. Kmean clustering.ipynb -------------------------------------------------------------------------------- /5. Random forest classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/5. Random forest classification.ipynb -------------------------------------------------------------------------------- /6. Satellite Imagery Dataset preparation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/6. Satellite Imagery Dataset preparation.ipynb -------------------------------------------------------------------------------- /ReadMe.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/ReadMe.md -------------------------------------------------------------------------------- /img/classification_vs_regression.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/classification_vs_regression.png -------------------------------------------------------------------------------- /img/clustering.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/clustering.png -------------------------------------------------------------------------------- /img/confusion_matrix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/confusion_matrix.png -------------------------------------------------------------------------------- /img/knn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/knn.png -------------------------------------------------------------------------------- /img/lasso_equation.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/lasso_equation.webp -------------------------------------------------------------------------------- /img/linear_regression_eq.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/linear_regression_eq.webp -------------------------------------------------------------------------------- /img/loss_reg_eqation.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/loss_reg_eqation.webp -------------------------------------------------------------------------------- /img/redge_equation.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/redge_equation.webp -------------------------------------------------------------------------------- /img/rf1.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/rf1.webp -------------------------------------------------------------------------------- /img/rf2.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/rf2.webp -------------------------------------------------------------------------------- /img/roc_curve.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/roc_curve.webp -------------------------------------------------------------------------------- /img/supervised_vs_unsupervised.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtekson/geospatial-machine-learning/HEAD/img/supervised_vs_unsupervised.webp --------------------------------------------------------------------------------