Let’s Solve Overfitting! Quick Guide to Cost Complexity Pruning of Decision Trees
ArticleVideo Book This article was published as a part of the Data Science Blogathon. Understanding the problem of Overfitting in Decision Trees and solving …
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Underfitting vs. Overfitting (vs. Best Fitting) in Machine Learning
ArticleVideo Book The Challenge of Underfitting and Overfitting in Machine Learning You’ll inevitably face this question in a data scientist interview: Can you explain …
4 Proven Tricks to Improve your Deep Learning Model’s Performance
ArticleVideo Book Overview Deep learning is a vast field but there are a few common challenges most of us face when building models Here, …
Improve Your Model Performance using Cross Validation (in Python and R)
Learn various methods of cross validation including k fold to improve the model performance by high prediction accuracy and reduced variance
A comprehensive beginners guide for Linear, Ridge and Lasso Regression in Python and R
ArticleVideo Book Introduction I was talking to one of my friends who happen to be an operations manager at one of the Supermarket chains …
Tree Based Algorithms: A Complete Tutorial from Scratch (in R & Python)
ArticleVideo Book Overview Explanation of tree based algorithms from scratch in R and python Learn machine learning concepts like decision trees, random forest, boosting, …
A Complete Tutorial to learn Data Science in R from Scratch
ArticleVideo Book Overview Free tutorial to learn Data Science in R for beginners Covers predictive modeling, data manipulation, data exploration, and machine learning algorithms …
A Complete Tutorial on Ridge and Lasso Regression in Python
ArticleVideo Book Overview Ridge and Lasso Regression are types of Regularization techniques Regularization techniques are used to deal with overfitting and when the dataset …
