Published inBetter Programming·Updated Mar 13Diffusion Models — DDPMs, DDIMs, and Classifier Free GuidanceLearn about the evolution of diffusion models from DDPMs to Classifier Free guidance — The big models in the news are text-to-image (TTI) models like DALL-E and text-generation models like GPT-3. Image generation models started with GANs, but recently diffusion models have started showing amazing results over GANs and are now used in every TTI model you hear…Diffusion Models28 min readDiffusion Models28 min read
Published inMLearning.ai·Feb 4Coding a Virtual AI GirlfriendI always told people I would create an AI girlfriend, but after a few weeks of building a conglomeration of ML models, I finally have one. In this article, I’m going to explain my procedure for creating a virtual girlfriend so that everyone can have one. …ChatGPT18 min readChatGPT18 min read
Published inMLearning.ai·Oct 9, 2022How Do Self-Attention Masks Work?As I’ve been working with self-attention, I’ve found that there’s a lot of information on how the function works, but not a lot online that explains why and how a mask works. Additionally, I had several questions revolving around the masks. For example: Why is an attention mask applied to…Self Attention12 min readSelf Attention12 min read
Published inMLearning.ai·Jul 5, 2022Integrating Custom PyTorch Models Into an Android AppRecently, I’ve been learning Android app development. Although it’s really cool to build an app from scratch, I was wondering if it would be possible to integrate a PyTorch model into my app. I didn’t want to make any backend calls as that would take a while and I would…Android12 min readAndroid12 min read
Published inMLearning.ai·May 20, 2022YOLOX Explanation — Mosaic and Mixup For Data AugmentationThis article is the fourth and last in the series where I thoroughly explain how the YOLOX (You Only Look Once X) model works. If you are interested in the code, you can find a link to it below: GitHub - gmongaras/YOLOX_From_Scratch Attempting to build the YOLOX algorithm from scratchgithub.com This series has 4 parts to fully go over the YOLOX…Yolox8 min readYolox8 min read
Published inMLearning.ai·May 19, 2022YOLOX Explanation — SimOTA For Dynamic Label AssignmentThis article is the third in the series where I thoroughly explain how the YOLOX (You Only Look Once X) model works. If you are interested in the code, you can find a link to it below: GitHub - gmongaras/YOLOX_From_Scratch Attempting to build the YOLOX algorithm from scratchgithub.com This series has 4 parts to fully go over the YOLOX algorithm: What…Yolox13 min readYolox13 min read
Published inMLearning.ai·May 17, 2022YOLOX Explanation — How Does YOLOX Work?This article is the second in the series where I thoroughly explain how the YOLOX (You Only Look Once X) model works. If you are interested in the code, you can find a link to it below: GitHub - gmongaras/YOLOX_From_Scratch Attempting to build the YOLOX algorithm from scratch.github.com This series has 4 parts to fully go over the YOLOX algorithm: What…Yolox17 min readYolox17 min read
Published inMLearning.ai·May 14, 2022YOLOX Explanation — What is YOLO and What Makes It Special?This article is the first in the series where I thoroughly explain how the YOLOX (You Only Look Once X) model works. I also coded the model from scratch. If you are interested in the code, you can find a link to it below: GitHub - gmongaras/YOLOX_From_Scratch Attempting to build the YOLOX Algorithm From Scratchgithub.com This series has 4 parts to…Yolox6 min readYolox6 min read
Published insmucs·Apr 10, 2022Community Detection With Neural NetworksThis article is written for a class project and is a continuation of a previous article linked below. The previous article, written by Trevor Dohm which describes how the Girvan Newman algorithm attempts to solve the community detection Problem: Why Girvan-Newman? Before reading over this article, you may want to…Community Detection9 min readCommunity Detection9 min read
Feb 1, 2022Coding A Neural Network From Scratch Using PythonContinuing from the previous article, let’s code a neural network using only NumPy. The previous article showed the math behind a neural network, which we are going to code right now. In this article, you will learn: How to code the forward pass in a neural network How to evaluate…Neural Networks34 min readNeural Networks34 min read
