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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

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

Non-Linear Data Structures: Definition & Examples

TL;DR What is a non linear data structure? A non-linear data structure is one where data elements are not stored in a sequential order. Instead, they form a hierarchy or…

Asad iqbal April 29, 2025programming

Machine learning

Understanding Python Variables, Data Types, and How to Convert Them

Python Installation Guide Python Roadmap Welcome to the first class of Python programming. If you are a beginner and want to strengthen your foundational knowledge in Python, then understanding variables…

Asad iqbal April 28, 2025python

Machine learning

Introduction to Python (2025): Your First Program & Easy Install Guide

Welcome! To our comprehensive introduction to Python programming. We aim to provide clear, accurate, and trustworthy information based on real-world programming experience. Today, we will cover the essentials: understanding what…

Asad iqbal April 18, 2025python

Machine learning

A Handy Markdown Cheat Sheet for Beginners and Experts

Markdown is a lightweight markup language that enables you to format text using a plain text editor. It offers a simple and readable way to add styling to your writing…

Asad iqbal April 11, 2025Cheatsheet

Machine learning

Kubeflow vs MLflow: Choosing the Right MLOps Tool for Your Needs

Machine Learning Operations (MLOps) have stepped into the spotlight lately, hasn’t it? It’s clear that building a great ML model isn’t enough. You have got to get it out there,…

Asad iqbal April 8, 2025machine learning, MLOps

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