Genai Archives - IntelliTechTribe

Semantic Search in the Age of Generative AI

TL;DR What is semantic search? Semantic search is an advanced retrieval method that interprets user intent and context, rather than just matching keywords. It uses techniques like embeddings and knowledge…

Asad iqbal May 20, 2025deep learning, Genai, machine learning

Machine learning

Softmax Activation Function Explained: Converting Scores to Probabilities

TL;DR Q 1. What is the Softmax activation function? Softmax Activation Function takes a vector of raw neural network scores (logits) and turns them into a probability distribution over classes.…

Asad iqbal May 7, 2025computer vision, deep learning, Genai, machine learning, NLP

Machine learning

Contextual Retrieval: Enhancing RAG Pipelines with Context-Aware Chunks

TL;DR Q 1. What is Contextual Retrieval? A method that annotates each document chunk with brief context so that when we embed or index it, we don’t lose key information.…

Asad iqbal May 5, 2025Genai, LLM, RAG

Machine learning

Top Open-Source LLMs for 2025

Large Language Models (LLMs) Businesses have increasingly adopted AI solutions, including AI text generation tools that use powerful large language models (LLMs). Over the past few years, a multitude of…

Ali Raza April 7, 2025deep learning, Genai, machine learning, NLP

Machine learning

What is Model Context Protocol: Everything You Need to Know About the MCP

The integration of artificial intelligence (AI) into various applications has become both a necessity and a challenge. Traditional methods often include custom integrations, resulting in inefficiencies and security issue vulnerabilities.…

Asad iqbal March 14, 2025deep learning, Genai, machine learning, NLP