porimol / research-project-kick-start-guide

Basic guidline of "How To Kick Start Data Science Research Project?"

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How To Kick Start Data Science Research Project?

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Indicative Project Schedule:

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Stage of The Dissertation
Writing Process
Number of WWeeks Needed Start Date End Date Peer Meeting Remarks Status
STAGE ONE: Reading and research
Seek to identify an original, manageable topic/title
Reading and research into chosen topic
STAGE TWO: Initial Work
Read related article
Analyse the dataset
Descriptive & Inferential Statistical Analysis * Find Correlated Variable
* Various Plotting
* Median
* Mean
* Coefficient Vector
STAGE THREE: Predictive Analysis
Implement different data analysis report.
Implement machine learning model to predict the risk of CV.
Model Improvement.
Implement different models and analyze comparative result.
STAGE FOUR: Report Writing
Introduction
Related work
Methodology
* Data Preprocessing[Cleaning, Reduction, Transformation, Feature Extraction]
* Algorithms/Models Selection
* Model Training
* Data Classification
* Process the result
* Result evaluate with test data
* Final result
* Experiment[Experimental Setup, Datasets, Data analysis, Case study]
Result[Performance Evaluation, Classifiers, Confidence Interval, Specificity, Sensitivity, F1 Score, AUC. ROC]
* Comparison Analysis
Abstract
Conclusion
Draft Copy Review
Proofreading
Paper Finalized
Submit Paper

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