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⚡ AI Lessons

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
1mo ago
Understanding Denoising Diffusion Probabilistic Models (DDPM): The Foundation of Modern AI Image…
Discover how modern AI transforms random noise into realistic images using Denoising Diffusion Probabilistic Models (DDPM), the technology… Continue reading on
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
1mo ago
Why Diffusion Transformers (DiTs) Are Replacing U-Nets in Generative AI
If you’ve kept up with visual Generative AI over the last few years, you probably remember when Stable Diffusion v1.5 or DALL-E 2 blew… Continue reading on Medi
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
1mo ago
Day 58: Understanding Diffusion Models — The AI Behind Image Generation
Artificial Intelligence has made remarkable progress in generating realistic images, videos, music, and even 3D content. Continue reading on Medium »

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
2mo ago
Introducing Meta’s Muse Image
After a brief time, image generation models are back. This time it’s Meta. Continue reading on MLWorks »
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
2mo ago
Generative Soundscape Synthesis from Satellite Imagery and Open Geospatial Data
A satellite image is a strangely quiet thing. It shows you everything — the river bending through the fields, the motorway slicing a… Continue reading on Medium

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
2mo ago
Moebius: The Image Inpainter Model That Beats 50x Of Its Size
Moebius is a 226M open-source inpainting model that rivals the 11.9B FLUX.1-Fill-Dev and runs over 15x faster. Here is how. Continue reading on Towards Deep Lea

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
3mo ago
ImageNet Classification with Deep Convolutional Neural Networks
Authors: Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton (University of Toronto) Continue reading on Medium »

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
3mo ago
From Pixels to Insurance Claims — Building a Car Damage Detection System with CNN
How I trained a Convolutional Neural Network to detect vehicle damage, what I learned along the way, and how AI is reshaping the auto… Continue reading on Mediu

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
3mo ago
IncSAR: Teaching SAR Models New Targets Without Forgetting the Old Ones
Most image recogition systems are trained once and then quietly deployed. Continue reading on Medium »
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
4mo ago
Pix2Pix: Image-to-Image Translation using Conditional GANs
Image-to-image translation is one of the most fascinating applications of deep learning. Instead of generating images purely from random… Continue reading on Me
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
4mo ago
Diffusion Models for High-Resolution Image Generation & Reconstruction
In this assignment, we implement a Denoising Diffusion Probabilistic Model (DDPM) using PyTorch for high-resolution image generation and… Continue reading on Me

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
4mo ago
Training a Denoising Diffusion Model on CelebA-HQ (256×256) — Lessons, Challenges, and Results
Diffusion models have quickly become one of the most powerful approaches for image generation. In this project, I implemented a Denoising… Continue reading on M

Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
4mo ago
Can RNNs See? Patch-wise Recurrent Models for Image Classification
CNNs are usually the first architecture that comes to mind when we talk about image classification. They are naturally designed to capture… Continue reading on
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
4mo ago
When Preprocessing Helps — and When It Hurts: Why Your Image Classification Model’s Accuracy Varies
From 65% to 87% accuracy on CIFAR-10 using Convolutional Neural Networks — and what went wrong along the way. Continue reading on Level Up Coding »
Medium · Deep Learning
🎨 Image & Video AI
⚡ AI Lesson
4mo ago
GANs vs VAEs: How Machines Learn to Imagine — Part 1
A practical, deeply intuitive guide to generative AI — with clean PyTorch code you can actually use Continue reading on Medium »
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