PinnedRukshan PramodithainTowards Data ScienceAddressing Overfitting 2023 Guide — 13 MethodsYour one-stop place to learn 13 effective methods to prevent overfitting in machine learning and deep learning modelsNov 22, 20223Nov 22, 20223

PinnedRukshan PramodithainTowards Data Science10 Amazing Machine Learning Visualizations You Should Know in 2023Yellowbrick for creating machine learning plots with less codeNov 5, 20225Nov 5, 20225

PinnedRukshan PramodithainTowards Data Science23 Efficient Ways of Subsetting a Pandas DataFrameJun 4, 20214Jun 4, 20214

PinnedRukshan PramodithainTowards Data Science11 Dimensionality reduction techniques you should know in 2021Reduce the size of your dataset while keeping as much of the variation as possibleApr 14, 20219Apr 14, 20219

PinnedRukshan PramodithainTowards Data Science20 Necessary Requirements of a Perfect Laptop for Data Science and Machine Learning TasksJun 5, 202119Jun 5, 202119

Rukshan PramodithaImputing Missing Data in Categorical VariablesDiscussing KNeighborsClassifier, SimpleImputer and CategoricalImputer Methods2d ago12d ago1

Rukshan PramodithaShould Data Scientists Know The Math Behind Machine Learning Algorithms?Or just intuition is enough?Oct 241Oct 241

Rukshan PramodithaHow Time Series Forecasting is Different from a Typical Regression TaskAnd how to prepare a time series for regression using time-delay embeddingAug 20Aug 20

Rukshan PramodithaHow Is Mean-Shift Clustering Better Than K-Means Clustering?No need to specify the number of clusters (k) as a hyperparameter!Aug 4Aug 4

Rukshan PramodithaTraining a Support Vector Machine with Linear and Non-Linear KernelsLinear and non-linear classification with SVMsJul 22Jul 22