Natural Language Understanding

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…

1 year ago

Multi-Task Learning Made Simple & Popular Approaches Explained

What is Multi-Task Learning? Multi-TaskMulti-task learning (MTL) is a machine learning approach in which a single model is trained to…

1 year 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…

1 year ago

BERTScore – A Powerful NLP Evaluation Metric Explained & How To Tutorial In Python

What is BERTScore? BERTScore is an innovative evaluation metric in natural language processing (NLP) that leverages the power of BERT…

1 year 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…

1 year ago

Mean Reciprocal Rank (MRR): How It Works [A Complete Guide]

What is Mean Reciprocal Rank (MRR)? Mean Reciprocal Rank (MRR) is a metric used to evaluate the effectiveness of information…

2 years ago

Understanding Ranking Algorithms: A Comprehensive Guide & How To Implement

What are Ranking Algorithms? Ranking algorithms are computational processes used to order items, such as web pages, products, or multimedia…

2 years 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…

2 years ago

Query Understanding In NLP Simplified & How It Works [5 Techniques]

What is Query Understanding? Understanding user queries lies at the heart of efficient communication between humans and machines in the…

2 years ago

Distributional Semantics Simplified & 7 Techniques [How To Understand Language]

What is Distributional Semantics? Understanding the meaning of words has always been a fundamental challenge in natural language processing (NLP).…

2 years ago