Exploring AI-ML-NLP

Sunday, June 16, 2024

Knowledge Hyper Graph with LLM-RAG

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 Background. Knowledge Hyper Graph. A knowledge hypergraph generalizes the concept of a knowledge graph. Instead of triplets, relationships ...

Using Knowledge Graph with LLM-RAG

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 Background. Knowledge Graph. A knowledge graph represents information using a graph structure where entities are nodes and relationships be...
Saturday, June 1, 2024

Mastering Retrieval-Augmented Generation (RAG) with LLMs: A Comprehensive Guide

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 RAG Background. Retrieval-Augmented Generation (RAG) enhances Large Language Models (LLMs) by integrating retrieval mechanisms with generat...
Saturday, March 30, 2024

Wasserstein Generative Adversarial Networks (WGANs) - An Easy Tutorial.

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Introduction. The unbeatable aspects of Wasserstein Generative Adversarial Networks (WGANs) come from their significant improvements over tr...
Sunday, March 17, 2024

Use of Long Text Sequences with LLM’s Trained on Shorter Text Sequences - ALiBi & RoFORMER

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  Introduction. Training large language models (LLMs) on longer sequences poses challenges in computational resources, model complexity, gra...
Sunday, March 3, 2024

Generative Adversarial Network (GAN) , DCGAN, Tutorial and Keras Implementation

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 Introduction. GANs, called Generative Adversarial Networks, are special types of deep learning models that have two main parts: a generator...
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