Natural language processing (NLP) for Arabic text involves tokenization, stemming, lemmatization, part-of-speech tagging, and named entity recognition, among others. These…
The Basics of Syntactic Analysis Before understanding syntactic analysis in NLP, we must first understand Syntax. What is Syntax? Syntax…
What Is Dependency Parsing in NLP? Dependency parsing is a fundamental technique in Natural Language Processing (NLP) that plays a…
What is text labelling? Text labelling, or text annotation or tagging, assigns labels or categories to text data to make…
What is language identification? Language identification is a critical component of Natural Language Processing (NLP), a field dedicated to interacting…
What is text cleaning in NLP? Text cleaning, also known as text preprocessing or text data cleansing, is preparing and…
What is Imputation? Imputation is a statistical and data analysis technique to fill in or estimate missing values within a…
What is label encoding machine learning? Label encoding is a technique used in machine learning and data preprocessing to convert…
What is the meaning of PCA in machine learning? PCA stands for Principal Component Analysis. It is a statistical technique…
Introduction to word embeddings Word embeddings have become a cornerstone of Natural Language Processing (NLP), transforming how machines process and…