TechThoughts

Posts tagged: “Classification”

Explore articles covering machine learning classification techniques, best practices, and real‑world applications.

Classification Overview

Understanding Classification Algorithms

A beginner-friendly guide to the most common classification algorithms, including logistic regression, decision trees, and SVMs.

📅 Sep 5, 2025 • ⏱️ 8 min read
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Imbalanced Data

Dealing with Imbalanced Datasets

Techniques such as resampling, synthetic data generation, and cost-sensitive learning to improve model performance.

📅 Aug 22, 2025 • ⏱️ 7 min read
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Multiclass vs Binary

Binary vs Multiclass Classification: When to Use What

An in‑depth comparison of binary and multiclass approaches, with practical tips for model selection.

📅 Jul 14, 2025 • ⏱️ 6 min read
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Model Evaluation

Evaluating Classification Models: Metrics that Matter

Explore precision, recall, F1‑score, ROC‑AUC, and more to gauge the true performance of your models.

📅 Jun 30, 2025 • ⏱️ 5 min read
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