Blog - IntelliTechTribe

A Comprehensive Guide to Python Variables: Fundamentals, Advanced Concepts, and Best Practices for Robust Code

I. Introduction: The Foundational Role of Variables in Python Variables are a cornerstone of programming, serving as fundamental constructs for managing and manipulating data within a program. In Python, a…

Asad iqbal August 10, 2025

Machine learning

Change Data Capture: Powering Real-time Data Systems

Modern businesses operate in a constantly changing environment, and their data becomes outdated quickly. Relying on old information puts them at a competitive disadvantage. Organizations need instant personalization and smart…

Asad iqbal July 10, 2025

Machine learning

Deep Learning: A Comprehensive Beginner’s Guide

TL;DR What is deep learning? Deep learning is a type of machine learning where computers use many layers of neural networks to learn patterns from data. These models can find…

Asad iqbal May 22, 2025machine learning

Machine learning

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

Python Projects for Beginners to Building a Portfolio

TL;DR What are some good Python projects for beginners? Ideas include simple games (like a number-guessing game or Hangman), utilities (calculator, to-do list), data tasks (basic analysis or plotting), and…

Asad iqbal May 19, 2025python

Machine learning

Understanding Machine Learning: A Beginner’s Guide to AI’s Most Powerful Tool

TL;DR What is machine learning? Machine learning is a way of programming computers to learn patterns from data and make predictions. Unlike traditional programming (where rules are written by hand),…

Asad iqbal May 16, 2025machine 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

70+ SQL Interview Questions: Your Comprehensive Guide to Acing Your Interview

Getting ready for a SQL interview can be simple with the right resources. SQL, or Structured Query Language, is required in most data and tech job listings. It's a must-have…

Asad iqbal May 15, 2025interview questions

Machine learning

Guide to Gradient Descent in Machine Learning: How it Works, Types, and Challenges

TL;DR What is gradient descent in machine learning?Gradient descent is an optimization algorithm used in machine learning to train models by minimizing the error (cost function). It works by iteratively…

Asad iqbal May 12, 2025

Machine learning

PySpark Interview Questions Guide for Data Roles

Global data generation has exploded over the last decade. The total volume of digital data worldwide grew from just a few zettabytes in 2010 to over 180 zettabytes by 2025.…

Asad iqbal May 12, 2025interview questions, MLOps