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I will build geospatial ai and machine learning models for spatial prediction
GIS, Remote Sensing and GeoAI Specialist, PhD Researcher
GIS, Remote Sensing and Disaster Risk professional with 5+ years of experience in spatial analysis, multi-hazard assessment and decision-support. Currently pursuing a PhD in GIS and Remote Sensing, I ...
About this Gig
Turn your GIS, satellite, environmental or tabular data into validated predictions and clear maps. I will design a reproducible GeoAI and machine-learning workflow tailored to your research or operational problem.
I can support spatial classification and regression, susceptibility and risk mapping, crop or land-cover classification, environmental prediction, hazard modelling and feature-importance analysis.
Your project may include:
Data cleaning, preprocessing and feature engineering
Train/test splitting and cross-validation
Model comparison, tuning and evaluation
Accuracy, F1, ROC-AUC, RMSE, MAE or R² as appropriate
Confusion matrix, diagnostics and feature importance
Prediction rasters and publication-ready maps or charts
Organized Python notebook and concise methods/results notes
Tools may include Python, Jupyter or Colab, scikit-learn, pandas, GeoPandas, Rasterio, ArcGIS, QGIS and Google Earth Engine when suitable.
Model performance depends on the quality and suitability of the supplied data. I report results honestly and do not promise predetermined accuracy. Please contact me before ordering so I can review your objective, data and expected outputs.
Programming language:
Python
•
Colab
Frameworks:
Scikit-learn
•
Panda
Tools:
Jupyter Notebook
•
Excel
•
Colab
My Portfolio
FAQ
What kinds of GeoAI projects can you support?
I can support spatial classification and regression, susceptibility or risk mapping, crop and land-cover classification, environmental prediction, hazard analysis and feature-importance assessment.
Which machine-learning model will you use?
The model should match the target variable, sample size, feature structure and validation needs. I recommend suitable classification, regression or ensemble approaches after reviewing the data.
Do you guarantee a specific accuracy score?
No. Accuracy depends on data quality, sampling, class balance and the underlying problem. I use suitable validation metrics, explain limitations and report results transparently.
Will I receive the code and methodology?
Yes. Standard and Premium include an organized reproducible notebook and methodology notes. Premium also includes a more complete results report and GIS-ready exports.
Can you support academic research?
Yes. I can provide reproducible analysis, methodology support, figures, maps and interpretation. I do not fabricate data or results, guarantee publication, or complete prohibited academic work.
