NoCodeMachineLearning(NCML), To make machine learning available for every one Implementation plan:
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GUI NCML-GUI is a GUI for machine learning, no code, just drag and drop, and you can get the result of machine learning.
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Data Dealing module NCML-DDM is a module for data dealing, including data cleaning, data preprocessing, data visualization, data analysis, etc.
[] data reading
[] data cleaning
[] data preprocessing
[] data visualization
[] data analysis
[] data saving -
Machine Learning module NCML-MLM is a module for machine learning, including machine learning algorithms, model evaluation, model visualization, etc.
[] K nearest neighbor
[] Cluster
------[] K means [] Decision tree algorithm
------[] Random forest
[] Naive bayes
[] Logistic regression
[] Linear regression
[] SVM (Support vector machine)
[] Neural network(simply)
[] boost
------[] XGBoost -
metrics and results:
[] algorithm-based plot and visualize (distinct option for different algo)
[] training curve (acc \ loss)
[] AUC|ROC curve
[] confusion matrix
[] precision-recall curve
[] classification report
[] regression report