Machine Learning
A Reliable and Efficient Technique To Measure Feature Importance
Measure feature importance through chaos.
Machine Learning
A collection of 23 posts
Plotting
Interactively Visualise A Decision Tree With A Sankey Diagram
and prevent overfitting.
Plotting
Use Histograms With Caution. They Are Highly Misleading!
Instead, try these alternatives.
Lesser Known
A (Highly) Important Point to Consider Before You Use KMeans Next Time
Estimating the success rate of KMeans.
Machine Learning
Is Class Imbalance Always A Big Problem To Deal With?
May be not.
Plotting
A Simple Trick That Will Make Heatmaps More Elegant
Embedding the size component to a heatmap.
Machine Learning
A Visual Comparison Between Locality and Density-based Clustering
The biggest limitation of locality-based clustering.
Lesser Known
Why Don't We Call It Logistic Classification Instead?
Start questioning the names of other algorithms too. It will be a fun activity.
Machine Learning
A Typical Thing About Decision Trees Which Many Often Ignore
Overfitting = Terror!
Machine Learning
Always Validate Your Output Variable Before Using Linear Regression
A comparison of what happens if you do vs if you don't.
Lesser Known
Why Is It Important To Shuffle Your Dataset Before Training An ML Model
…And what happens if you don't.
Statistics
The Limitation Of Pearson Correlation Which Many Often Ignore
Not all bivariate analysis is linear!
Machine Learning
Why Are We Typically Advised To Set Seeds for Random Generators?
A demonstration to show what happens if you don't.
Run-Time Optimization
This Small Tweak Can Significantly Boost The Run-time of KMeans
KMeans++: KMeans with a smarter centroid initialization approach.
Machine Learning
Most ML Folks Often Neglect This While Using Linear Regression
Plotting
Use Box Plots With Caution! They May Be Misleading.
Machine Learning
Visualizing The Data Transformation of a Neural Network
Plotting
Simple One-Liners to Preview a Decision Tree Using Sklearn
Machine Learning
Is This The Best Animated Guide To KMeans Ever?
Machine Learning
An Effective Yet Underrated Technique To Improve Model Performance
Machine Learning
How to Encode Categorical Features With Many Categories?
Machine Learning
Why KMeans May Not Be The Apt Clustering Algorithm Always
Python