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 models·14 min read·Nov 22, 2022--2--2
PinnedRukshan PramodithainTowards Data Science10 Amazing Machine Learning Visualizations You Should Know in 2023Yellowbrick for creating machine learning plots with less code·15 min read·Nov 5, 2022--5--5
PinnedRukshan PramodithainTowards Data Science23 Efficient Ways of Subsetting a Pandas DataFrame·10 min read·Jun 4, 2021--4--4
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 possible·14 min read·Apr 14, 2021--9--9
PinnedRukshan PramodithainTowards Data Science20 Necessary Requirements of a Perfect Laptop for Data Science and Machine Learning Tasks·7 min read·Jun 5, 2021--19--19
Rukshan PramodithaDifferent Modes (Types) of Machine Learning Explained in Plain EnglishWith graphical visualizations·8 min read·6 days ago----
Rukshan PramodithaWhy Is the Curse of Dimensionality Important in Machine LearningLearn the surprising effects that occur in high-dimensional space·4 min read·May 27, 2024----
Rukshan PramodithainTowards Data ScienceIn-Depth Support Vector Machines (SVMs) for Linear & Non-linear Classification & RegressionA deeper understanding of how SVMs work behind the scenes·10 min read·May 19, 2024----
Rukshan PramodithaConvex vs Non-Convex Loss Functions in Machine Learning and OptimizationPlus concave functions!·4 min read·Apr 30, 2024----
Rukshan PramodithaData Preprocessing for K-Nearest Neighbors (KNN)Feature scaling and encoding·5 min read·Apr 14, 2024----