Clustering problem

Imagine a Clustering problem where the educational researchers would like to find clusters of students (group of students) who have similar correlation patterns when it comes to correlation of their GPA vs Income of their parents. And you are hired as the Data Scientist to do this job.

What kind of Objective Function would you design?

Sample Solution

Mechanical contamination, particularly substantial metal emanation from the coal business has adversely affecting our condition since the Industrial Revolution, we despite everything can’t see a conclusion to it. Coal industry is perhaps the greatest wellspring of modern contamination, for example, the non-renewable energy source power plant. Increment in mechanical contamination produced into our condition has prompted an abrupt increment in the collection of substantial metals in soil and water everywhere throughout the world and this has upset the biochemical cycles and nourishment networks.

Coal assumed a significant job during the Industrial Revolution. In the Industrial Revolution of the nineteenth and twentieth hundreds of years, it was fundamentally used to control steam motors, heat structures and produce power. Indeed, even now, coal is as yet assuming an imperative job in producing power around the world, presently energizing around 37% of worldwide power.

Since the time the Industrial Revolution, our condition has consistently been tainted by the lethal airborne poisons and overwhelming metals that were being produced from the utilization of coals. During the Industrial Revolution, the outflow of dark smoke from consuming coal were to multiple times higher than what is being discharged at this point. During that time, the mechanical urban communities had obscured skies because of unregulated coal consuming, and the air quality was awful. The cinders of coal darkened structures and dress, and the soundness of individuals declined. Be that as it may, nobody thought about the outcomes of consuming coal and individuals relied upon it a lot for money and riches, so nobody raised any worries. At the present time, we have more information about the various negative ways coal impacts on the earth.

As of now, the monetary enthusiasm of the coal business is to keep the open uninformed about the negative impacts coal has on Earth. Individuals are just considering the enthusiasm of benefitting from coal and are eager to effectively ensure that their notoriety isn’t harmed in any capacity. Right now, our general public all straightforwardly or in a roundabout way profit by having low power costs. Be that as it may, at that point looking at the situation objectively, we would spend more cash on attempting to recoup from the harms we have caused on our condition than burning through cash on in general power charges or changing into utilizing new inexhaustible assets.

So for what reason do we despite everything wind up utilizing coal as one of the fundamental hotspots for produ

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