Clustering Geolocation Data Intelligently in Python

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En este proyecto guiado, tú:

Clean and preprocess geolocation data for clustering

Visualize geolocation data interactively using Python

Cluster this data ranging from simple to more advanced methods, and evaluate these clustering algorithms

Clock75-90mins
IntermediateIntermedio
CloudNo se necesita descarga
VideoVideo de pantalla dividida
Comment DotsInglés (English)
LaptopSolo escritorio

In this 1.5-hour long project, you will learn how to clean and preprocess geolocation data for clustering. You will learn how to export this data into an interactive file that can be better understood for the data. You will learn how to cluster initially with a K-Means approach, before using a more complicated density-based algorithm, DBSCAN. We will discuss how to evaluate these models, and offer improvements to DBSCAN with the introduction of HDBSCAN. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Habilidades que desarrollarás

  • visualization
  • Machine Learning
  • clustering
  • Data Analysis
  • map building

Aprende paso a paso

En un video que se reproduce en una pantalla dividida con tu área de trabajo, tu instructor te guiará en cada paso:

  1. An introduction to the problem, as well as basic exploratory data analysis and visualizations

  2. Visualizing geographical data in a more meaningful and interactive way

  3. Methods of evaluating the strength of a clustering algorithm

  4. Theory behind K-Means, and how to use it for our problem

  5. Introduction to density-based clustering approaches, and how to use DBSCAN

  6. Introduction to HDBSCAN, to alleviate constraints of classical DBSCAN

  7. A simple method to address outliers classified by density-based models.

Cómo funcionan los proyectos guiados

Tu espacio de trabajo es un escritorio virtual directamente en tu navegador, no requiere descarga.

En un video de pantalla dividida, tu instructor te guía paso a paso

Instructor

Reseñas

Principales reseñas sobre CLUSTERING GEOLOCATION DATA INTELLIGENTLY IN PYTHON

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Preguntas Frecuentes

Preguntas Frecuentes

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