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Learn about solving the Traveling Salesperson Problem using Python. Explore geospatial data, clustering, network graphs, and Docker to optimize routes and create dynamic, interactive visualizations.

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Solving complex computational problems is a resource-demanding task. The traveling salesperson problem (TSP) is one such problem, which is an NP-hard problem. In the era of data science, data-centric approaches have evolved to be a good choice to approximate the solutions. 

In this course, you’ll dive into the fascinating realm of geospatial data manipulation, distance calculation, clustering, network graphs, and Docker containerization, all tied together to optimize the challenging TSP. You’ll first grasp the intricacies of manipulating geospatial data and plotting it. Next, you’ll delve into clustering sales data, enhancing your ability to make data-driven decisions and visualize the data mining results in interactive dashboards.

By the end of this course, you’ll be skilled in tackling TSP effectively and creating geospatial data visualizations. You’ll also be well-equipped to scale route optimization, data analysis, and cloud deployment.

Solving the Traveling Salesperson Problem in Python

To visit all places once with the shortest total distance and return to the starting point at the end

To find out if the Euclidean distance is shorter than the great-circle distance

What is the objective of the traveling salesperson problem?

What is the objective of the traveling salesperson problem?

We can develop an understanding of brute force approaches.

We can develop an understanding of heuristic approaches.

We can gain practice in developing loops.

We can implement data visualization and dashboards.

**(Select all that apply.)** What can be gained by learning how to solve TSP?

(Select all that apply.) What can be gained by learning how to solve TSP?

Longitude is the angular distance measured east or west from the prime meridian, while latitude is the angular distance measured north or south from the equator.

Together, these coordinates can be used to accurately pinpoint any location on the planet.

Latitude measures the altitude of a location above sea level, while longitude is the speed of the Earth’s rotation at a specific point.

**(Select all that apply.)** What are longitude and latitude?

(Select all that apply.) What are longitude and latitude?

Geospatial analytics performs analysis of data with geographic or spatial information.

For the analyses, data must be collected, managed, converted, and examined.

Results can be visualized excellently in the form of map representations

What is true for geospatial analytics?

Euclidean distance is a measure of the straight-line distance between two points in a Euclidean space.

Euclidean distance measures the distance between points in pygmy.

Euclidean distance measures the time required to solve TSP.

What does Euclidean distance measure?

Aim and background of the traveling salesperson problem

Aim and background of the traveling salesperson problem

Check your basic understanding of TSP and this course with this quiz.

What the Traveling Salesperson Problem Is About

Preprocessing of Traveling Salesperson Data

Solving the Traveling Salesperson Problem

Traveling Salesperson Data Mining

Building the Traveling Salesperson Dashboard

Scalability

Conclusion

Appendix

Use Simulated Annealing for the Traveling Salesman Problem

Quiz about the Traveling Salesperson Problem