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AI-ML-DS / NLP

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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 is Mixture of Experts (MoE)?

Last Updated: 06 June 2025

Mixture of experts (MoE) is amachine learningapproach that divides a machine learning modelinto separate sub networks or experts where each of these experts specialize in ...read more

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AI-ML-DS With Python

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

What is Word Clustering?

Last Updated: 04 June 2025

In Natural Language Processing (NLP), word clustering is a technique used to group words with similar meanings or usage patterns. This helps machines understand language m...read more

Machine Learning

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

Building a Basic PDF Summarizer LLM Application with LangChain

Last Updated: 18 June 2025

A PDF summarizer is a specialized tool built using LangChain designed to analyze the content of PDF documents providing users with concise and relevant summaries. The appl...read more

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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

What is vector search?

Last Updated: 21 June 2025

Vector search is a smart way of finding things that are similar in meaning not just in words. It works by turning data like text, images or videos into numbers called vect...read more

NLP with Deep Learning

Last Updated: 28 June 2025

Natural Language Processing (NLP) is a subfield of AI focused on making machines to understand, interpret, generate and respond to human language. Deep Learning (DL) invol...read more

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Natural-language-processing

Text Classification Using NLTK

Last Updated: 28 June 2025

Text classification is a fundamental task in Natural Language Processing (NLP) that involves assigning categories or labels to text based on its content. One of the most a...read more

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Natural-language-processing

AI-ML-DS With Python

spaCy for Natural Language Processing

Last Updated: 30 June 2025

spaCy is an open-source library for advanced Natural Language Processing (NLP) in Python. Developed by Matthew Honnibal and Ines Montani, spaCy is designed to be fast, eff...read more

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Natural-language-processing

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