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    Course content

    About Predictive Modeling Training Program

  • Data Preprocessing
  • DataFrame
  • Imputer
  • Create Dummies
  • Splitting Dataset
  • Features Scaling

  • Introduction to Linear Regression
  • Estimated Regression Model
  • Import the Library
  • Plot
  • Tip Example
  • Print Function

  • Introduction to Salary Dataset
  • Fitting Linear Regression
  • Fitting Linear Regression Continue
  • Prediction from the Model
  • Prediction from the Model Continue

  • Introduction to Multiple Linear Regression
  • Creating Dummies
  • Removing One Dummy and Splitting Dataset
  • Training Set and Predictions
  • Stats Models to Make Optimal Model
  • Steps to Make Optimal Model
  • Making Optimal Model by Backward Elimination
  • Adjusted R Square
  • Final Optimal Model Implementation

  • Introduction to Jupyter Notebook
  • Understanding Dataset and Problem Statement
  • Working with Correlation Plots
  • Working with Correlation Plots Continue
  • Correlation Plot and Splitting Dataset
  • MLR Model with Sklearn and Predictions
  • MLR Model with Statsmodels and Predictions
  • Getting Optimal Model with Backward Elimination Approach
  • RMSE Calculation and Multicollinearity Theory
  • VIF Calculation
  • VIF and Correlation Plots

  • Introduction to Logistic Regression
  • Understanding Problem Statement and Splitting
  • Scaling and Fitting Logistic Regression Model
  • Prediction and Introduction to Confusion Matrix
  • Confusion Matrix Explanation
  • Checking Model Performance using Confusion Matrix
  • Plots Understanding

  • Introduction and Data Preprocessing
  • Fitting Model with Sklearn Library
  • Fitting Model with Statsmodel Library
  • Using Statsmodel Package
  • Backward Elimination Approach
  • Backward Elimination Approach Continue
  • More on Backward Elimination Approach
  • Final Model
  • ROC Curves
  • Threshold Changing
  • Final Predictions
    • Why Should You Learn Predictive Modeling Training?

    The annual salary of an Predictive Modeling is $125k.

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    What you will get at Zeblearnindia Learning?

    Zeblearnindia Learning is a premier institute offering training in SAP Online Courses, Web Designing, Data Science, Full-Stack Development, Salesforce, Workday, Machine Learning, Software Testing, and Video Editing. With the option to choose between online and offline (classroom) learning, our well-structured courses cater to students, working professionals, business owners, and entrepreneurs. Here’s what you can expect at Zeblearnindia Learning:

    •   Expert-Led Training
    •   Globally Recognized Certifications
    •   100% Job Placement Support
    •   Hands-On Learning
    •   Flexible Learning Options
    •   Affordable Course Fees
    •   Career Growth Opportunities
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