Table of Contents Introduction Sigmoid and Logit Function Advantage and Disadvantage of Logistic Regression Importing Important Libraries and Dataset Data Visualization Splitting of Dataset to test and train Building model and Tunin [...]
Table of Content Introduction Why do we use Isotonic Regression? Understanding of Isotonic Regression with Positive Slope (Non-Negative Slope). Difference between Isotonic Regression and Linear Regression Advantages of Isotonic Regressi [...]
Table of Content Inspiration Dataset Description Dependency Packages Installing in python Loading Dataset Import Required Libraries Explore Dataset Build Model using Pycaret Evaluate Model Stack Model Save Model for Reuse Co [...]
Table of Contents What is Boosting ? What is Adaboost ? What are the Base Learners in Adaboost ? Where to use Adaboost ? Adaboost on Wine Classification Dataset. Conclusion What is Boosting ? 'Boost' means to [...]
Table of Content Inspiration Dataset exploration Dependency Packages Installation in python Loading Dataset Loading Libraries Basic EDA Features Exploration Lets Build Model using Pycaret Conclusion Inspiration [...]
Table of Content What is KNN ? Where do you use KNN ? What is K in K Nearest Neighbors ? How KNN works ? What are the distance based methods used in KNN ? Disadvantages of KNN Problem solved on Breast Cancer Dataset using KNN [...]
Table of Content Introduction Terms used in Decision Tree Types of Decision Tree Working of Decision Tree in Machine Learning Advantaged of Decision Tree Disadvantages of Decision Tree Application of Decision Tree Creating Decisio [...]
Table of Content What is GridSearchCV ? When do you use grid search ? Why do we use grid search ? GridSearchCV on sklearn's breast cancer dataset Grid search using SVM model Checking the output Why it takes, so much time Findi [...]
Table of Content Inspiration Dataset exploration Dependency Packages Installation in your python environment Exploratory Data Analysis Missing value treatment Outlier Treatment What to do with these outliers Feature eng [...]
Table of Content Understand Machine Learning Usage of NumPy in Machine Learning Using Python Create One dimensional Array Create Two dimensional Array Create Three dimensional Array Different ways of Accessing the elements of n [...]
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