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Linear regression (pytorch)

Grab a “regression” dataset from the UCI archive: (Links to an external site.) or these datasets: (Links to an external site.) Do not use the same dataset as anyone else, i.e., pick randomly.

Choose a single input variable and output variable, and graph their relationship (scatter plot). The plot does not need to look “linear,” since we can find a linear regression line for any data.

Then create a single-neuron network (Linear type neuron) and train the network on the data. Also use the linear regression function of sklearn to find the actual best regression line. Then plot the network’s predictions and sklearn’s predictions on a scatter plot with the original data.

Sample Solution

explanation was proved to be plausible (Carrigan, 1853). Each doctor had their own experiences and conclusions, and refused to accept conflicting theories made by other physicians. The first attempt to develop a vaccine for yellow fever was made by a Japanese bacteriologist. He successfully was able to isolate the disease and protect against it. He must have discovered out of luck because other scientists could not duplicate his vaccination and abandoned the theory. Years later, the bacterial strain was discovered by scientists at the Pasteur Institute. Unfortunately, the vaccination was known to cause neurologic complications and was only administered to willing patients. In 1937, hundreds of years after the first known outbreak of yellow fever, scientist Max Theiler was able to recreate the vaccination which was previously discovered. He noticed a mutation in the virus and was able to create a strain against it known as 17D. After years of trials, there was no severe complications as a resulting of becoming vaccinated. The 17D vaccine was globally disturbed and used efficiently. Infection Prevention Policy “The best way to reduce mosquitoes is to eliminate the places where the mosquito lays her eggs, like artificial containers that hold water in and around the home. Outdoors, clean water containers like pet and animal watering containers, flower planter dishes or cover water storage barrels. Look for standing water indoors such as in vases with fresh flowers and clean at least once a week.”[19] Limiting the places in which the female mosquitoes can lay their eggs while reduce the risk of them wanting to stay in that given area. The Center for Disease Control and Prevention also suggests using mosquito repellent that contain DEET[1]. In addition to repellent, the usage of long-sleeved shirts and pants will reduce surface exposure where the mosquitoes may prey. Prognosis “Although many countries have vaccination policies to prevent international spread of the yellow fever virus, implementation is inconsistent. Most, but not all countries where yellow fever is endemic require arriving international travellers without medical contraindications to provide medical documentation of vaccination as a prerequisite for entry. As the vaccine provides protective immunity to 90% and 99% of individuals 10 and 30 days after vaccination, respectively, most travellers are protected from acquiring and exporting the yellow fever virus. Furthermore, some countries where the disease is not endemic, but where the competent mosquito vector Aedes aegypti is present require travellers arriving from a yellow fever-endemic country to provide proof of vaccination” (Brent, Watts, 2018). While it is imposbbile to wipe out the infected mosquitoes population, we can provide protection to those who may encounter the risk of contraction. ”To account for the possibility that individuals infected with yellow fever virus within an endemic area

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