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173+ posts

Introduction to FastAI

Last Updated: 23 July 2025

Fastai is an open-source deep learning library that sits on top of PyTorch and provides a high-level API for model development. Designed for both researchers and practitio...read more

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Computer Vision

Topic Modeling with NLTK

Last Updated: 23 July 2025

Topic modeling is a way to automatically find hidden themes or topics in a large collection of text. With NLTK you can do the first important step which is cleaning and pr...read more

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spaCy for Natural Language Processing

Last Updated: 23 July 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

Text Classification Using NLTK

Last Updated: 23 July 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

NLP with Deep Learning

Last Updated: 23 July 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

Semantic Search vs Vector Search

Last Updated: 23 July 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

Natural Semantic Metalanguage

Last Updated: 23 July 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

Multimodal Embedding

Last Updated: 23 July 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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AI-ML-DS With Python

Last Updated: 30 September 2025

Large Language Model (LLM) agents are advanced AI systems that combine the reasoning abilities of large language models with autonomy, memory, planning and external tools....read more

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Natural-language-processing

Artificial Intelligence

Token Classification in Natural Language Processing

Last Updated: 23 July 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

Part of Speech (POS) tagging with Hidden Markov Model

Last Updated: 24 October 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

What are Small Language Models (SLMs)

Last Updated: 23 July 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

How to use LLMs for Regression

Last Updated: 23 July 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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What are embedding models

Last Updated: 23 July 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 are Vector Embeddings?

Last Updated: 23 July 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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