Can somone help $me$ writing this report $in$ details and its important the structure $of$ the report

DATA SCIENCE HOMEWORK ASSIGNMENT

"Predicting and Explain Income Level of Adults"

In this homework assignment, you are to develop at least four machine learning models

$($including at least the following four: Decision Trees, Random Forest, Artificial Neural

Networks $-$ MLP$,$ Logistic Regression, but you can add more model types$),$ using the Income

dataset and KNIME Analytics Platform. Here are the specifics to include in your analytics

process:

$$ Intimately understand and critically explore the data. You can use tables and

charts$/$graphs to perform this task$-$remember, Data Explorer node in KNIME is an

excellent resource for this task.

$$ If you see missing values, perform missing value imputation $($show your screenshot$).$

Performs row and column filters, if and when necessary.

$$ Use the Color Manager for better visualization of rows$/$tables and tree structures.

$$ Show your complete final workflow picture for ease of assessment.

$$ Properly balance the data $($you can show the results with and without data balancing$).$

$$ Evaluate the output of each model type with both the Scorer and the ROC nodes. Also, at

the end, you need to have a table where you can compare different models on Accuracy,

Sensitivity, Specificity, and ROC value.

$$ Compare the models' performances by combine the model outputs $($using the Column

Appender node$)$ into a single ROC chart.

$$ Show he first three levels of the decision tree graphical model $($the whole tree may be too

large to fit into the page with legibility$).$ Based on the decision tree splits, briefly

comment on the top variables $($i$.$e$.,$ variable importance$).$

$$ Produce a Variable Importance graph using Random Forest variable statistics.

$$ In the homework report, follow "General Guidelines for Written Reports or

Assignments", and use the six steps of CRISP$-$DM methodology as major headings to

structure your professionally organized report.

When you are writing and formatting your homework assignment, make sure to follow the

general reporting guidelines.

Good luck!

D$.$ Delen