Most people think GIS is about making maps. In reality, the most valuable GIS work happens when spatial analysis supports real decisions. This lab focused on a practical problem faced by many communities: how to identify open-space parcels inside flood-prone areas that may qualify for FEMA Community Rating System (CRS) credits and potentially reduce flood insurance costs. What makes this

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Approval feels good. Data availability humbles you. The False Victory You think the hard part is getting your topic approved.You polish your proposal, you lace it with academic keywords like geospatial, climate, temporal analysis, and you hit “submit.” You wait. You overthink. You refresh the page as if Canvas is a stock ticker. Then one day, the professor replies: Approved.

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Intro This project demonstrates how an existing deep learning model can be refined to perform better on local data. It walks through how transfer learning allows a pretrained model to adapt to new imagery and conditions, using ArcGIS Pro as a complete workspace for deep learning. Preparing the Project The lab begins with the Seattle_Building_Detection project, which contains NAIP aerial

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Every engineer eventually outgrows text. Git LFS is what stops that growth from killing Git itself. The Moment of Discovery I’ve used Git for years and I thought I knew it. Until someone mentioned Git LFS. Large File Storage. Three words that sound like something I should have cared about long ago but didn’t. I’ve never used it. Never needed

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The Temptation It always begins the same way. You open a browser for something innocent. Maybe to check a reference. Maybe to confirm a version number. Then it appears.A new Esri Press title glowing on your screen like salvation. Getting to Know ArcGIS Enterprise. Ninety-nine dollars and ninety-nine cents. Hardcover for one fifty-nine if you hate your wallet enough. You

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Intro Multispectral scanning allows for the acquisition, display, and interpretation of the thermal properties of the Earth’s surface. Many multispectral systems sense radiation not only in the visible and reflected infrared but also in the thermal infrared range (3 μm – 15 μm). Thermal remote sensing differs from optical imaging: it measures emitted energy rather than reflected sunlight. The boundary

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