AI - KNCMAP

Transformer was first introduced in the seminal paper “Attention is All You Need”

Editor2 weeks ago022 mins

Transformer is a neural network architecture that has fundamentally changed the approach to Artificial Intelligence. Transformer was first introduced in the seminal paper “Attention is All You Need” in 2017 and has since become the go-to architecture for deep learning models, powering text-generative models like OpenAI’s GPT, Meta’s Llama, and Google’s Gemini. Beyond text, Transformer is also applied in audio generation, image…

Understanding Transformers: The Mathematical Foundations of Large Language Models

Editor3 months ago3 months ago010 mins

In recent years, two major breakthroughs have revolutionized the field of Large Language Models (LLMs): 1. 2017: The publication of Google’s seminal paper, (https://arxiv.org/abs/1706.03762) by Vaswani et al., which introduced the Transformer architecture – a neural network that fundamentally changed Natural Language Processing (NLP). 2. 2022: The launch of ChatGPT by OpenAI, a transformer-based chatbot…

How do LLMs work from tokenization, embedding, QKV Activation Functions to output

Editor3 months ago3 months ago045 mins

Course Introduction: How Large Language Models (LLMs) Work What You Will Learn: The LLM Processing Pipeline In this course, you will learn how Large Language Models (LLMs) process text step by step, transforming raw input into intelligent predictions. Here’s a visual overview of the journey your words take through an LLM: Module Roadmap You will…

How can someone detect that my write up was AI generated (5)

Machine Learning: Creating a Machine Learning Model

Editor3 months ago3 months ago03 mins

Creating a machine learning model might sound intimidating, but it’s a logical and repeatable process. In this guide, we’ll break down the steps involved in building your first machine learning model from scratch. Step 1: Define the Problem Before you write any code, ask: What do you want to predict or classify? Is it a…

Types of Machine Learning: A Comprehensive Guide

Editor3 months ago05 mins

Machine Learning (ML) is a subset of artificial intelligence (AI) that enables systems to learn from data and improve over time without explicit programming. ML algorithms are broadly categorized into different types based on their learning approach and application. Understanding these types is crucial for selecting the right model for your problem. In this blog,…

A Comprehensive List of Image CNN Models and How to Get Started with Convolutional Neural Networks

Editor10 months ago5 days ago013 mins

Convolutional Neural Networks (CNNs) have become the go-to architecture for image-related tasks in deep learning.

NVIDIA: A Comprehensive Review of Innovation, Performance, and Future Outlook

Editor3 years ago5 days ago014 mins

NVIDIA has firmly established itself as one of the most influential companies in the tech industry, particularly known for its leadership in the world of graphics processing units (GPUs).

Let’s break down AI, Machine Learning (ML), and Neural Networks in a structured way

Editor3 years ago5 days ago014 mins

Let’s break down AI, Machine Learning (ML), and Neural Networks in a structured way, covering key concepts, types of ML, and model architectures like Transformers, and their applications.