Text Classification

Out-of-Distribution In Machine Learning Made Simple & How To Detect It

What is Out-of-Distribution Detection? Out-of-Distribution (OOD) detection refers to identifying data that differs significantly from the distribution on which a…

9 months ago

Text Annotation Made Simple And 7 Popular Tools

What is Text Annotation? Text annotation is the process of labelling or tagging text data with specific information, making it…

9 months ago

Out-of-Vocabulary (OOV) Words Explained & How To Handle Them In NLP Tasks

What are Out-of-Vocabulary (OOV) Words? In Natural Language Processing (NLP), Out-of-Vocabulary (OOV) words refer to any words a machine learning…

10 months ago

Text Representation: A Simple Explanation Of Complex Techniques

What is Text Representation? Text representation refers to how text data is structured and encoded so that machines can process…

10 months ago

Precision And Recall In Machine Learning Made Simple: How To Handle The Trade-off

What is Precision and Recall? When evaluating a classification model's performance, it's crucial to understand its effectiveness at making predictions.…

11 months ago

Confusion Matrix: A Beginners Guide & How To Tutorial In Python

What is a Confusion Matrix? A confusion matrix is a fundamental tool used in machine learning and statistics to evaluate…

11 months ago

Perplexity In NLP: Understand How To Evaluate LLMs [Practical Guide]

Introduction to Perplexity in NLP In the rapidly evolving field of Natural Language Processing (NLP), evaluating the effectiveness of language…

12 months ago

Decision Trees In ML Complete Guide [How To Tutorial, Examples, 5 Types & Alternatives]

What are Decision Trees? Decision trees are versatile and intuitive machine learning models for classification and regression tasks. It represents…

1 year ago

Full-Text Search Explained, How To Implement & 6 Powerful Tools

What is Full-Text Search? Full-text search is a technique for efficiently and accurately retrieving textual data from large datasets. Unlike…

1 year 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…

1 year ago