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Natural-language-processing

166+ posts

Difference Between Autoregressive And Non-Autoregressive Models

Last Updated: 06 June 2024

In the realm of natural language processing (NLP) and time series analysis, two fundamental approaches for generating sequences are autoregressive (AR) models and non-auto...read more

Natural-language-processing

Artificial Intelligence

Data Science Blogathon 2024

Non-Autoregressive Transformers (NATs): Revolutionizing Sequence Generation

Last Updated: 22 August 2024

In natural language processing (NLP) and other sequence generation tasks, Transformers have become a dominant model architecture due to their ability to handle large-scale...read more

Natural-language-processing

Artificial Intelligence

AI-ML-DS With Python

How Amazon Alexa Works Using NLP: A Complete Guide

Last Updated: 03 April 2025

Consider a scenario where you wish to check the weather. So you say, “Hey Alexa, what’s the weather today?” And Alexa responds with, “It’s a sunny day today,” sounding exa...read more

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Natural-language-processing

Top 10 Natural Language Processing API in 2025

Last Updated: 03 April 2025

Ever wondered how apps and devices interpret and react to our words or typing? Natural language processing, or NLP, is what enables chatbots to answer your inquiries, cre...read more

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Natural-language-processing

Sentiment Analysis using LSTM

Last Updated: 05 June 2025

Sentiment Analysis is a popular technique in Natural Language Processing (NLP) used to identify the emotional tone behind a body of text. Whether it’s a movie review, a tw...read more

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Natural-language-processing

Machine Learning

What are Vector Embeddings?

Last Updated: 03 June 2025

Vector embedding are digital fingerprints or numerical representations of words or other pieces of data. Each object is transformed into a list of numbers called a vector....read more

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Natural-language-processing

What are embedding models

Last Updated: 03 June 2025

Embedding models are the type of machine learning model designed to represent data in a continuous, low dimensional vector space called embedding. Embedding are numerical ...read more

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Natural-language-processing

How to use LLMs for Regression

Last Updated: 06 June 2025

LLMs, while originally designed for text-based tasks, can be fine-tuned or prompted for regression by treating the numeric prediction as a language generation problem. Reg...read more

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Natural-language-processing

What are Small Language Models (SLMs)

Last Updated: 07 June 2025

Small Language Models (SLMs) are natural language processing (NLP) models with relatively fewer parameters (typically millions to a few hundred million) compared to Large ...read more

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Natural-language-processing

AI-ML-DS With Python

Part of Speech (POS) tagging with Hidden Markov Model

Last Updated: 10 June 2025

Part of Speech (POS) tagging is the process of assigning a grammatical category to each word in a sentence based on its role in the context. These categories include noun,...read more

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Natural-language-processing

AI-ML-DS With Python

Token Classification in Natural Language Processing

Last Updated: 12 June 2025

Token classification is a core task in Natural Language Processing (NLP) where each token (typically a word or sub-word) in a sequence is assigned a label. This task is im...read more

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Natural-language-processing

AI-ML-DS With Python

Last Updated: 11 June 2025

In recent years, Large Language Model (LLM) agents have emerged as a transformative force in artificial intelligence. Unlike traditional chatbots that rely on predefined r...read more

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Natural-language-processing

Artificial Intelligence

Multimodal Embedding

Last Updated: 13 June 2025

Multimodal embedding combines different types of data models into a shared embedding space. It is a powerful approach in machine learning that aims to combine and represen...read more

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Natural-language-processing

AI-ML-DS With Python

Natural Semantic Metalanguage

Last Updated: 16 June 2025

Natural Semantic Metalanguage (NSM) is a linguistic theory and methodology developed to understand and describe the meanings of words and concepts in any language using a ...read more

Natural-language-processing

AI-ML-DS With Python

Semantic Search vs Vector Search

Last Updated: 20 June 2025

The increasing use of LLMs and AI technologies has revolutionised how organizations retrieve information. Traditional keyword-based searches often struggle to capture the ...read more

Natural-language-processing

AI-ML-DS With Python

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