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G eog r aphic Maps
        These maps contain geographic data which is  the information that has been plotted around a sphere. Planet Earth is
        often the sphere. The latitude and longitude links to a particular object or place are highlighted by geographic data. The
        GPS system is a well-known illustration of geographic information. We utilise maps to give clarity and meaning to our
        analysis when we have data relevant to certain regions and areas.
        analysis when w e hav e data r elev ant t o cer tain r egions and ar eas.
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                Stories During the Steps of Predictive Modelling


         achine learning algorithms are used in predictive analytics to find trends in past and present data and build prediction
        models.  his form of analytics may be used  ith a  ide variety of data types like databases or  at files like csv files.

        While developing mathematical models, we are frequently asked how our stories and illustrations might function or be
        helpful. Throughout the various stages of predictive modeling, storytelling can be a crucial addition to data analysis. Let
        us learn about the basic steps involved in developing models from our data and go through telling stories within them.
        These steps are as follows:

           Data Exploration: In this step, a data analyst uses visual exploration to understand what is in a dataset and the
           characteristics of the data, rather than through traditional data management systems.

           Feature Visualizing: It is an effective method for answering inquiries about what a model is seeking. Charts/
           graphs are a better tool than statistics.

           Model Creation: When we get to the stage of creating the model, we typically realise that we need to comprehend
           ho  our data is being fitted to the AI model.


           Model Comparisons: Here, we compare certain algorithms and techniques by looking at their decision boundaries.

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