#gradient-descent

From Zero to Gradient Descent: A Deep Dive into Simple Linear Regression

Machine Learning often feels intimidating. Neural networks. Transformers. LLMs. Diffusion models. But behind all of them lies something surprisingly simple: Optimization. And the best place to underst

3d ago5 min read

RSRahul Sehrawatai-zero-to-hero.hashnode.dev

How Machines Learn: The Complete Guide to Training, Features, and Labels

How Machines Learn: The Core Mechanics Reading Time: 20 minutes | Difficulty: Beginner | Track: Practical Prerequisites: What is AI and Machine Learning - Understanding of AI/ML distinction You've heard that machines can "learn." But what does that...

Feb 316 min read

MHMohammed Haris Ammarammar117blogs.hashnode.dev

Understanding Supervised Learning: A Step-by-Step Guide

What is supervised machine learning? This is one of the main models in the machine learning module and is one of the most basic and widely used training models. In this model, you train the system by providing the correct features and the correct ans...

Jan 227 min read

NSNitin Sharmapath2ml.com

Deep Learning Explained

In the realm of popular neural network architectures, a diverse array of layer types is employed, each serving a distinct purpose. In this blog, we will delve into one of the most fundamental components: the linear layer. This layer is characterized ...

Jan 178 min read

FJFawole Joshua0xjosh.hashnode.dev

How AI Learns: Gradient Descent Explained Through a Midnight Smoky Jollof Adventure

Many aspects of the modern world are now powered by artificial intelligence, and this has significantly accelerated human civilization. From faster disease detection to automated decision-making. From breakthroughs in medical imaging to the quiet and...

Dec 16, 20257 min read

YSYusuf Solomonysolomon.hashnode.dev

The Art of Neural Networks: a mathematical deep dive

The origins: Neural Networks and the human brain Neural networks were inspired by the network of neurons and synapses in the biological brain. A biological neuron receives input from its dendrites, performs some operation on the inputs, and then fire...

Nov 30, 202520 min read

Yyespergurux.hashnode.dev

How to Use the CSS Gradient Generator on WikipediaSearch for Stunning Web Designs

Modern web design loves color — and gradients are one of the easiest ways to make interfaces feel alive. But writing gradient CSS by hand can be fiddly. In this guide I'll show you how to create beautiful gradients quickly using the free CSS Gradient...

Nov 5, 20255 min read

DIDaniel Idowuthe-neural-notebook.hashnode.dev

How model.fit and Gradient Descent Train Your Neural Networks

The model.fit command is the single line of code that kicks off the learning process in almost any deep learning framework. While it looks simple, beneath the surface, it's orchestrating a complex, iterative dance powered by the workhorse of modern A...

Oct 12, 20255 min read

SMShichun Minai-learning-shichun.hashnode.dev

CS50 AI with Python - Lecture 5: Neural Network

Neural Network This lesson is the “core turning point” of the entire AI course. From logistic regression and perceptrons, we move towards true deep learning.While learning, I had a lot of questions. I asked, explored, and gradually understood. I’ve ...

Sep 30, 20258 min read

JCJuan Carlos Olamendyjuancolamendy.hashnode.dev