What is BERTScore? BERTScore is an innovative evaluation metric in natural language processing (NLP) that leverages the power of BERT (Bidirectional Encoder Representations from Transformers) to...
The Natural Language Processing (NLP) Blog
Topic: Natural Language Processing
![Perplexity In NLP: Understand How To Evaluate LLMs [Practical Guide]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/08/perplexity-in-nlp-explained.jpg?fit=1920%2C1080&ssl=1)
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 models is crucial. One of the key metrics used for this...
BLEU Score In NLP: What Is It & How To Implement In Python
What is the BLEU Score in NLP? BLEU, Bilingual Evaluation Understudy, is a metric used to evaluate the quality of machine-generated text in NLP, most commonly in machine translation. Kishore...
ROUGE Metric In NLP: Complete Guide & How To Tutorial In Python
What is the ROUGE Metric? ROUGE, which stands for Recall-Oriented Understudy for Gisting Evaluation, is a set of metrics used to evaluate the quality of summaries and translations generated by...
Ultimate Guide To Data Structure Hashing With How To Tutorial In Python
What is Hashing? Hashing is used in computer science as a data structure to store and retrieve data efficiently. At its core, hashing involves taking an input (or "key") and running it through a...
Naive Bayes Classification Made Simple & How To Tutorial In Python
What is Naive Bayes? Naive Bayes classifiers are a group of supervised learning algorithms based on applying Bayes' Theorem with a strong (naive) assumption that every feature in the dataset is...
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 traditional search methods that rely on simple string...
![Co-occurrence Matrices Explained: How To Use Them In NLP, Computer Vision & Recommendation Systems [6 Tools]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/04/co-occurance-matrix.jpg?fit=1200%2C675&ssl=1)
Co-occurrence Matrices Explained: How To Use Them In NLP, Computer Vision & Recommendation Systems [6 Tools]
What are Co-occurrence Matrices? Co-occurrence matrices serve as a fundamental tool across various disciplines, unveiling intricate statistical relationships hidden within data. Whether in natural...
![Query Understanding In NLP Simplified & How It Works [5 Techniques]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/04/query-understanding.jpg?fit=1200%2C675&ssl=1)
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 vast digital information and interaction landscape. Query...
![Distributional Semantics Simplified & 7 Techniques [How To Understand Language]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/03/distributional-semantics.jpg?fit=1200%2C675&ssl=1)
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). How do we decipher the intricate nuances of...
![Natural Language Search Explained [10 Powerful Tools & How To Tutorial In Python]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2022/10/Ontwerp-zonder-titel-8.jpg?fit=600%2C338&ssl=1)
Natural Language Search Explained [10 Powerful Tools & How To Tutorial In Python]
What is Natural Language Search? Natural language search refers to the capability of search engines and other information retrieval systems to understand and interpret human language in its natural...
![The BERT Algorithm (NLP) Made Simple [Understand How Large Language Models (LLMs) Work]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/02/self-attention-example-1.jpg?fit=1200%2C675&ssl=1)
The BERT Algorithm (NLP) Made Simple [Understand How Large Language Models (LLMs) Work]
What is BERT in the context of NLP? In Natural Language Processing (NLP), the quest for models genuinely understanding and generating human language has been a longstanding challenge. One...
Fact-Checking With Large Language Models (LLMs): Is It A Powerful NLP Verification Tool?
Can a Machine Tell a Lie? Picture this: you're scrolling through social media, bombarded by claims about the latest scientific breakthrough, political scandal, or celebrity gossip. Each post seems...
![How To Implement Speech Recognition [3 Ways & 7 Machine Learning Models]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/01/speech-recognition.jpg?fit=1200%2C675&ssl=1)
How To Implement Speech Recognition [3 Ways & 7 Machine Learning Models]
What is Speech Recognition? Speech recognition, also known as automatic speech recognition (ASR) or voice recognition, is a technology that converts spoken language into written text. The primary...
![Conversational AI Explained: Top 9 Tools & How To Guide [Including GPT]](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/01/key-components-of-conversational-ai.jpg?fit=1440%2C810&ssl=1)
Conversational AI Explained: Top 9 Tools & How To Guide [Including GPT]
What is Conversational AI? Conversational AI, short for Conversational Artificial Intelligence, refers to using artificial intelligence and natural language processing (NLP) technologies to enable...
![Top 10 Most Useful Natural Language Processing (NLP) Tools [Libraries & Frameworks] LLMs Included](https://i0.wp.com/spotintelligence.com/wp-content/uploads/2024/01/nlp-tools.jpg?fit=1200%2C675&ssl=1)
Top 10 Most Useful Natural Language Processing (NLP) Tools [Libraries & Frameworks] LLMs Included
What are Common Natural Language Processing (NLP) Tools? Natural Language Processing (NLP) tools are software components, libraries, or frameworks designed to facilitate the interaction between...
Computational Linguistics: An Easy Explanation With Examples, Advancements & Future Trends
What is Computational Linguistics? Computational linguistics is an interdisciplinary field that combines principles of linguistics and computer science to develop computational models and algorithms...
Entity Resolution Explained: Top 12 Techniques, Practical Guide & 5 Pythons/R Libraries
What is Entity Resolution? Entity resolution, also known as record linkage or deduplication, is a process in data management and data analysis where records that correspond to the same entity across...
