Artificial Intelligence

Artificial Intelligence

Attention Mechanism in Large Language Models

Attention Mechanism in Large Language Models

The Engine of Contextual Understanding Introduction Large Language Models (LLMs) like GPT-4, BERT, and T5 have revolutionized artificial intelligence by…
Retrieval-Augmented Generation (RAG)

Retrieval-Augmented Generation (RAG)

Enhancing AI with Dynamic Knowledge Integration IntroductionRetrieval-Augmented Generation (RAG) represents a transformative approach in natural language processing (NLP), merging the…
LLM Pruning: A Comprehensive Guide to Model Compression

LLM Pruning: A Comprehensive Guide to Model Compression

Introduction Large Language Models (LLMs) like GPT-4, BERT, and LLaMA have revolutionized AI with their ability to understand and generate…
AI Agents: Short-Term vs. Long-Term Memory

AI Agents: Short-Term vs. Long-Term Memory

How Machines Remember to Think, Act, and Learn Introduction AI agents—from chatbots to self-driving cars—rely on memory systems to process…
Sparsity in Large Language Models (LLMs)

Sparsity in Large Language Models (LLMs)

Introduction Large Language Models (LLMs) like GPT, BERT, and T5 have revolutionized natural language processing (NLP) by achieving state-of-the-art performance…
Sparse Embeddings vs. Dense Embeddings : Things you must know

Sparse Embeddings vs. Dense Embeddings : Things you must know

Introduction In the fields of machine learning and natural language processing (NLP), embeddings are a fundamental concept used to represent data in…
DeepSeek v3: Disrupting the Gen AI space

DeepSeek v3: Disrupting the Gen AI space

Introduction DeepSeek v3, the latest iteration in the DeepSeek series of large language models (LLMs), represents a significant leap forward…
Don’t Do RAG — CAG vs. RAG: The AI Evolution You Need to Know About

Don’t Do RAG — CAG vs. RAG: The AI Evolution You Need to Know About

CAG is 40x Faster, Retrieval-Free, and More Precise In the world of AI advancements, the choice of methodology can make…
What is a Multilingual LLM?

What is a Multilingual LLM?

Imagine a computer that can understand and speak multiple languages as fluently as a human. That’s essentially what a Multilingual…
What is a Multimodal LLM?

What is a Multimodal LLM?

Introduction Large Language Models (LLMs) have rapidly evolved, demonstrating remarkable capabilities in understanding and generating human-like text. However, the world…
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