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Data Modelling By Applying CRISP-DM framework in JMP Software (Statistics)

Project Requirements

1. Conduct exploratory data analysis on the data set prior to building classification and

prediction models. In the report, do not devote a lot of space to discussions of dead-

ends, the pursuit of unproductive ideas, technology problems, etc.

2. Develop a classification model for the DONR variable using any of the variables as

predictors (except ID and DAMT).Fit at least four candidate models (e.g., KNN,

Neural Network, logistic regression, random forest; not 4 specificiations of the

same algorithm) training data and evaluate the fitted models using the validation

data. Use “maximum profit” as the evaluation criteria and use your final selected

classification model to classify DONR responses in the test dataset.

3. Develop a prediction model for the DAMT variable using any of the variables as

predictors (except ID and DONR). Fit at least four candidate models (least squares

regression, best subset selection, principal components regression, partial least

squares, regression trees, etc.) using the training data and evaluate the fitted

models using the validation data. Use “root mean squared error error” as the

evaluation criteria and use your final selected prediction model to predict DAMT

responses in the test dataset.

o To be clear, use the training data to fit your model, and the validation dataset to

validate your model. Once you have selected your final model, retrain your final

model using both the training and validation model, and use this final fitted model

to generate your predictions for the test dataset.

4. You must write up your course project results in a professional report.

Kĩ năng: Statistics, Khai thác dữ liệu, Machine Learning (ML), Neural Networks, Data Cleansing

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Về Bên Thuê:
( 41 nhận xét ) Towson, United States

ID dự án: #28412398

4 freelancer chào giá trung bình$260 cho công việc này

mahmoudralizadeh

Hello Have you thought about collective learning? I am an expert in data science and machine learning and artificial intelligence. Fluent in Python language and deep learning. I have done several projects in this field Thêm

$30 USD trong 7 ngày
(3 Nhận xét)
2.3
datacode0023

Hi, I have +5 experience dealing with machine learning algorithms and worked on multiple projects in this field, Please contact me to discuss more. Have a nice day

$20 USD trong 7 ngày
(4 Nhận xét)
2.5
(0 Nhận xét)
0.0
sajjadtaghvaeifr

Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python, JAVA and etc. Thêm

$140 USD trong 7 ngày
(1 Nhận xét)
0.0