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semi_auto_ml_app's Introduction

Semi Auto ML APP

Common Datasets For ML Explorer App Built with Streamlit. It mainly contains activities like -

  1. Exploratory data Analysis activity which does:

    • Show Shape
    • Show Column
    • Show Particular Column
    • Show Summary
    • Show Value Counts
    • Correlation with Seaborn
    • Pie Chart
  2. Data Visualisation i.e. making Customizable Plots with any number of columns you want that contains different type of plots like:

    • Area Graph
    • BarGraph
    • Line Graph
    • Histogram
    • Box Graph
    • Kernel Density Estimation(KDE) Graph
  3. Model Building:

    • Show Features
    • Show Target
    • Metric as table or JSON shows the model accuracy and standard deviation on pre-defined ML models:
      • Logistic Regression
      • Linear Discriminant Analysis
      • K Neigbour Classifier
      • Descision Tree Classifier
      • Gaussian Naive Bayes
      • SVM

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