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Homework answers / question archive / The second set of project notes must include the model building aspect and be aligned to the analytical business problem the Capstone Project addresses
The second set of project notes must include the model building aspect and be aligned to the analytical business problem the Capstone Project addresses. It should also include the rationale behind using/building one particular model (if applicable). The notes should be brief and succinct containing the depiction of the results for the models built aligned with the objective of the project.
Below are the guidelines for the Project Notes-II:
1). Model building and interpretation
a. Build various models (You can choose to build models for either or all of descriptive, predictive or prescriptive purposes)
b. Test your predictive model against the test set using various appropriate performance metrics
c.Interpretation of the model(s)
2). Model Tuning and business implication
a. Ensemble modelling (if necessary)
b. Any other model tuning measures (if applicable)
c. Interpretation of the most optimum model and its implication on the business
For any project notes, one is expected to submit 2 files as their solution:
1)Answer Report or Business Report
2)Jupyter Notebook. Both the files are mandatory to be submitted.
Your project notes submission will be graded based on your Business Report. Wherever required, the evaluator shall look into your Jupyter Notebook (Python codes) for reference.
Business Problem:
We all know that Health care is very important domain in the market. It is directly linked with the life of the individual; hence we have to be always be proactive in this particular domain. Money plays a major role in this domain, because sometime treatment becomes super costly and if any individual is not covered under the insurance then it will become a pretty tough financial situation for that individual. The companies in the medical insurance also want to reduce their risk by optimizing the insurance cost, because we all know a healthy body is in the hand of the individual only. If individual eat healthy and do proper exercise the chance of getting ill is drastically reduced.
Goal & Objective: The objective of this exercise is to build a model, using data that provide the optimum insurance cost for an individual. You have to use the health and habit related parameters for the estimated cost of insurance
File: Data.csv
Target variable: insurance_cost Data dictionary:
Variable |
Business Definition |
applicant_id |
Applicant unique ID |
years_of_insurance_with_u s |
Since how many years customer is taking policy from the same company only |
regular_checkup_lasy_year |
Number of times customers has done the regular health check up in last one year |
adventure_sports |
Customer is involved with adventure sports like climbing, diving etc. |
Occupation |
Occupation of the customer |
visited_doctor_last_1_year |
Number of times customer has visited doctor in last one year |
cholesterol_level |
Cholesterol level of the customers while applying for insurance |
daily_avg_steps |
Average daily steps walked by customers |
age |
Age of the customer |
heart_decs_history |
Any past heart diseases |
other_major_decs_history |
Any past major diseases apart from heart like any operation |
Gender |
Gender of the customer |
avg_glucose_level |
Average glucose level of the customer while applying the insurance |
bmi |
BMI of the customer while applying the insurance |
smoking_status |
Smoking status of the customer |
Year_last_admitted |
When customer have been admitted in the hospital last time |
Location |
Location of the hospital |
weight |
Weight of the customer |
covered_by_any_other_co mpany |
Customer is covered from any other insurance company |
Alcohol |
Alcohol consumption status of the customer |
exercise |
Regular exercise status of the customer |
weight_change_in_last_one _year |
How much variation has been seen in the weight of the customer in last year |
fat_percentage |
Fat percentage of the customer while applying the insurance |
insurance_cost |
Total Insurance cost |
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