#naive-bayes articles

ACAnik Chandanikchandml.hashnode.devMay 23 · 4 min read

#7 Naive Bayes Algorithm

Naive Bayes is a supervised machine learning algorithm mainly used for classification problems. It is based on Bayes’ Theorem and assumes that all features are independent. Naive Bayes is commonly us

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WTwajahat tajai-ml-datascience-from-scratch.hashnode.devApr 23 · 14 min read

Building a Full-Stack AI-Powered Municipal Civic Issue Management System from Scratch

From a 200-Row Dataset to a Deployed ML-Powered Platform — A Complete Developer Journey Introduction Have you ever reported a pothole to your city and never heard back? Or seen overflowing garbage bin

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Hhqqqqymathisimple.hashnode.devApr 5 · 9 min read

Naive Bayes Explained with a 20-Patient Flu Diagnosis Example

A new patient walks into a clinic. Fever: yes. Severe cough: yes. Headache: yes. Fatigue: yes. The doctor has seen 20 similar cases before. In under a second, Naive Bayes tells you the probability it'

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BEBlessing Ekehblairpro.hashnode.devMar 20 · 16 min read

Mastering Clustering, NLP & Dimensionality Reduction in Data Science

1. INTRODUCTION Data science is not just about building models. It is about understanding patterns hidden beneath layers of raw, unstructured, and high-dimensional data. In my Week 19 internship at Da

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IEIfeanyi Ezeriohagodwithus.hashnode.devFeb 27 · 16 min read

KNN, SVM, and Naive Bayes: A Week of Classification Algorithms, Perfect Scores, and the Lesson Behind Them

Week 17 of my data science internship at DataraFlow was dedicated entirely to classification: three algorithms, six datasets, and a repeated outcome that forced me to think harder than any misclassifi

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BEBlessing Ekehblairpro.hashnode.devFeb 10 · 6 min read

Precision in Predestination: Architecting Automated Loan Classification

1. Introduction: In the contemporary financial landscape, the decision-making process for credit approval has shifted from subjective human assessment to high-fidelity algorithmic intelligence. Imagine a scenario where a borrower's financial future i...

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MKM Krunalnaibay.hashnode.devJan 26 · 5 min read

📘 Naive Bayes

A human‑friendly guide 🧭 Index Introduction What is Naive Bayes? Real‑World Intuition (Doctor Example) Bayes’ Theorem Simplified Why It’s Called “Naive” Mathematical Formulation Worked Example: Spam Detection Case Study: Diabetes Prediction...

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ANAlina Naveedsms-spam-classifier.hashnode.devDec 19, 2025 · 4 min read

SMS Spam Classifier

Today, I started a fun beginner-level project on SMS Spam Classification. The objective of this project was to build an end-to-end text classification pipeline, starting from raw data exploration to model deployment. Dataset Preparation and Cleaning ...

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MFMuhammad Fahad Bashirml-diaries-by-fahd.hashnode.devOct 25, 2025 · 4 min read

Exploring the Naive Bayes Classifier: A Simple but Powerful Algorithm

Machine Learning algorithms come in all forms where some rely on distances, some on trees, and some on probabilities. Naive Bayes Classifier belongs to the last group as it predicts categories based on probability and prior knowledge. Let’s understan...

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UUplatzuplatz.hashnode.devOct 14, 2025 · 2 min read

🏷 AI Models Explained: Naive Bayes

📖 Naive Bayes is a probabilistic machine learning algorithm based on Bayes’ Theorem. It predicts outcomes by calculating the probability of different classes, assuming all features are independent. Despite this “naive” assumption, it performs surpri...

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