deep learning 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

Batch Normalization in Deep Learning

TL;DR What is Batch Normalization? Batch normalization is a layer that normalizes the inputs of each layer to have zero mean and unit variance within each mini-batch. It helps stabilize…

Asad iqbal May 15, 2025deep learning, machine learning

Machine learning

Mixture of Experts (MoE): A Comprehensive Guide in Deep Learning

TL;DR Q 1. What is a Mixture of Experts (MoE)? MoE is a neural network design that splits a model into many expert subnetworks, each specialized on different inputs. It…

Asad iqbal May 9, 2025deep learning, machine learning, NLP

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

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

Llama 4: The Beginning of a New Era in AI Innovation

Meta released its latest breakthrough: Llama 4, a collection of natively multimodal AI models. The Llama 4 family consists of three distinct models designed to serve different use cases and…

Asad iqbal April 6, 2025deep learning, Llama 4, machine learning

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

Machine learning

Generative AI in Creating Synthetic Data

Today, 90% of AI projects fail due to insufficient or biased training data. Yet, acquiring real-world datasets is fraught with challenges like GDPR restricting access to niche applications lacking representative…

Asad iqbal February 26, 2025computer vision, deep learning, Gen AI, machine learning

Machine learning

Agentic Object Detection: The Future of Image Recognition

Imagine pointing your camera at a cluttered desk and asking an AI to find "a red notebook with a spiral binding" or "a Logitech MX Master mouse". Or think about…

Asad iqbal February 7, 2025computer vision, deep learning, machine learning

Machine learning

Vector Quantization in the Age of Generative AI

In today's data-rich environment, managing massive, high-dimensional datasets presents significant challenges, especially with vector embeddings in AI. According to a 2023 report by IDC, the global datasphere is expected to…

Asad iqbal February 3, 2025computer vision, deep learning, machine learning