Asad iqbal, Author at IntelliTechTribe

AI Agents: An Overview of Types, Benefits, and Challenges

Let's be real–when most people hear "AI agents," they imagine some sci-fi robot plotting world domination. But the actual story is way more fascinating and, honestly, useful for our everyday…

Asad iqbal April 2, 2025

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

Machine learning

Zero-Shot Learning: How AI Learns Without Examples

TL;DR Q 1. What is zero-shot learning?Zero-shot learning (ZSL) is a machine learning technique where a model can recognize or classify new “unseen” classes that it never encountered in training.…

Asad iqbal February 1, 2025deep learning, machine learning

Machine learning

Chain-of-Thought Prompting: Enhancing LLM Reasoning

Figure 1. Chain-of-Thought (CoT) prompting. Source: Wei et al. (2023) Large Language Models (LLMs) are highly capable of generating text but sometimes struggle with complex reasoning that requires step-by-step thought processes. While…

Asad iqbal January 30, 2025CoT, prompt engineering

Machine learning

CNNs with Self-Supervised Learning: A New Paradigm for Computer Vision

Explore the integration of CNNs with self-supervised learning for image classification. Learn about the benefits, challenges, and implementation details of self-supervised learning approach. Convolutional Neural Networks (CNNs) are essential for…

Asad iqbal January 27, 2025CNNs, computer vision, deep learning, machine learning

A person reads 'Python for Unix and Linux System Administration' indoors.

Machine learning

Comprehensive Python Cheatsheet – Master Python in 30 Minutes

Get your ultimate Python Cheatsheet! Learn Python fast with our easy-to-use guide, packed with expert tips and tricks. Python Programming Cheatsheet This Python cheatsheet serves as a concise reference for…

Asad iqbal January 24, 2025Cheatsheet, python sheatsheet

Close-up of colorful programming code displayed on a computer screen, showcasing modern coding concepts.

Machine learning

Markdown Cheatsheet – Become a Markdown Pro in 5 Minutes

Get instant access to our comprehensive Markdown Cheatsheet and master Markdown formatting in minutes. Learn essential syntax, tips, and tricks! Comprehensive Markdown Cheatsheet Markdown is a lightweight markup language that…

Asad iqbal January 23, 2025Cheatsheet, markdown, markdown cheatsheet