Optimisation

Bias Mitigation in Machine Learning [Practical How-To Guide & 12 Strategies]

In machine learning (ML), bias is not just a technical concern—it's a pressing ethical issue with profound implications. As AI…

2 years ago

Support Vector Machines (SVM) In Machine Learning Made Simple & How To Tutorial

What are Support Vector Machines? Machine learning algorithms transform raw data into actionable insights. Among these algorithms, Support Vector Machines…

2 years ago

Weight Decay In Machine Learning And Deep Learning Explained & How To Tutorial

What is Weight Decay in Machine Learning? Weight decay is a pivotal technique in machine learning, serving as a cornerstone…

2 years ago

Cosine Annealing In Machine Learning Simplified: Understand How It Works

What is Cosine Annealing? In the vast landscape of optimisation algorithms lies a hidden gem that has been gaining increasing…

2 years ago

Data Drift In Machine Learning Explained: How To Detect & Mitigate It

What is Data Drift Machine Learning? In machine learning, the accuracy and effectiveness of models heavily rely on the quality…

2 years ago

10 Regression Metrics For Machine Learning & Practical How To Guide

What are Evaluation Metrics for Regression Models? Regression analysis is a fundamental tool in statistics and machine learning used to…

2 years ago

Bagging, Boosting & Stacking Made Simple [3 How To Tutorials In Python]

What is Bagging, Boosting and Stacking? Bagging, boosting and stacking represent three distinct ensemble learning techniques used to enhance the…

2 years ago

Top 9 Performance Metrics In Machine Learning & How To Use Them

Why Do We Need Performance Metrics In Machine Learning? In machine learning, the ultimate goal is to develop models that…

2 years ago

Stochastic Gradient Descent (SGD) In Machine Learning Explained & How To Implement

Understanding Stochastic Gradient Descent (SGD) In Machine Learning Stochastic Gradient Descent (SGD) is a pivotal optimization algorithm widely utilized in…

2 years ago

Multilayer Perceptron Explained And How To Train & Optimise MLPs

What is a Multilayer perceptron (MLP)? In artificial intelligence and machine learning, the Multilayer Perceptron (MLP) stands as one of…

2 years ago