β¨ CycleGAN: Unpaired Image-to-Image Translation (Part 1) β¨
π Table of Contents CycleGAN: Unpaired Image-to-Image Translation (Part 1) Introduction Unpaired Image Translation CycleGAN Pipeline and Training Loss Formulation Adversarial Loss Cycle Consistency Summary Citation Information CycleGAN: Unpaired Image-to-Image Translation (Part 1) In this tutorial, yo...
π·οΈ #ComputerVision #CycleGAN #DeepLearning #Keras #KerasandTensorFlow #TensorFlow #UnpairedImageTranslation
π Table of Contents CycleGAN: Unpaired Image-to-Image Translation (Part 1) Introduction Unpaired Image Translation CycleGAN Pipeline and Training Loss Formulation Adversarial Loss Cycle Consistency Summary Citation Information CycleGAN: Unpaired Image-to-Image Translation (Part 1) In this tutorial, yo...
π·οΈ #ComputerVision #CycleGAN #DeepLearning #Keras #KerasandTensorFlow #TensorFlow #UnpairedImageTranslation
β¨ Breaking captchas with deep learning, Keras, and TensorFlow β¨
π In the past, weβve worked with datasets that have been pre-compiled and labeled for us β but what if we wanted to go about creating our own custom dataset and then training a CNN on it? In this tutorial, Iβllβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #Tutorials
π In the past, weβve worked with datasets that have been pre-compiled and labeled for us β but what if we wanted to go about creating our own custom dataset and then training a CNN on it? In this tutorial, Iβllβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #Tutorials
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β¨ Smile detection with OpenCV, Keras, and TensorFlow β¨
π In this tutorial, we will be building a complete end-to-end application that can detect smiles in a video stream in real-time using deep learning along with traditional computer vision techniques. To accomplish this task, weβll be training the LetNet architectureβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #Tutorials
π In this tutorial, we will be building a complete end-to-end application that can detect smiles in a video stream in real-time using deep learning along with traditional computer vision techniques. To accomplish this task, weβll be training the LetNet architectureβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #Tutorials
β¨ Data augmentation with tf.data and TensorFlow β¨
π In this tutorial, you will learn two methods to incorporate data augmentation into your tf.data pipeline using Keras and TensorFlow. A good dataset of images is vital when working with data augmentation in TensorFlow. It enables us to see howβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #Tutorials
π In this tutorial, you will learn two methods to incorporate data augmentation into your tf.data pipeline using Keras and TensorFlow. A good dataset of images is vital when working with data augmentation in TensorFlow. It enables us to see howβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #Tutorials
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β¨ OpenCV Social Distancing Detector β¨
π In this tutorial, you will learn how to implement a COVID-19 social distancing detector using OpenCV, Deep Learning, and Computer Vision. Todayβs tutorial is inspired by PyImageSearch reader Min-Jun, who emailed in asking: Hi Adrian, Iβve seen a number ofβ¦...
π·οΈ #DeepLearning #MedicalComputerVision #ObjectDetection #Tutorials
π In this tutorial, you will learn how to implement a COVID-19 social distancing detector using OpenCV, Deep Learning, and Computer Vision. Todayβs tutorial is inspired by PyImageSearch reader Min-Jun, who emailed in asking: Hi Adrian, Iβve seen a number ofβ¦...
π·οΈ #DeepLearning #MedicalComputerVision #ObjectDetection #Tutorials
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β¨ COVID-19: Face Mask Detector with OpenCV, Keras/TensorFlow, and Deep Learning β¨
π In this tutorial, you will learn how to train a COVID-19 face mask detector on a custom dataset with OpenCV, Keras/TensorFlow, and Deep Learning. Last month, I authored a blog post on detecting COVID-19 in X-ray images using deep learning.β¦...
π·οΈ #DeepLearning #FaceApplications #KerasandTensorFlow #MedicalComputerVision #ObjectDetection #Tutorials
π In this tutorial, you will learn how to train a COVID-19 face mask detector on a custom dataset with OpenCV, Keras/TensorFlow, and Deep Learning. Last month, I authored a blog post on detecting COVID-19 in X-ray images using deep learning.β¦...
π·οΈ #DeepLearning #FaceApplications #KerasandTensorFlow #MedicalComputerVision #ObjectDetection #Tutorials
β¨ Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning β¨
π In this tutorial, you will learn how to automatically detect COVID-19 in a hand-created X-ray image dataset using Keras, TensorFlow, and Deep Learning. Like most people in the world right now, Iβm genuinely concerned about COVID-19. I find myself constantlyβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #MedicalComputerVision #Tutorials
π In this tutorial, you will learn how to automatically detect COVID-19 in a hand-created X-ray image dataset using Keras, TensorFlow, and Deep Learning. Like most people in the world right now, Iβm genuinely concerned about COVID-19. I find myself constantlyβ¦...
π·οΈ #DeepLearning #KerasandTensorFlow #MedicalComputerVision #Tutorials
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β¨ An interview with Paul Lee β Doctor, Cardiologist and Deep Learning Researcher β¨
π In todayβs blog post, I interview Dr. Paul Lee, a PyImageSearch reader and interventional cardiologist affiliated with NY Mount Sinai School of Medicine. Dr. Lee recently presented his research at the prestigious American Heart Association Scientific Session in Philadelphia, PAβ¦...
π·οΈ #DeepLearning #Interviews #MedicalComputerVision
π In todayβs blog post, I interview Dr. Paul Lee, a PyImageSearch reader and interventional cardiologist affiliated with NY Mount Sinai School of Medicine. Dr. Lee recently presented his research at the prestigious American Heart Association Scientific Session in Philadelphia, PAβ¦...
π·οΈ #DeepLearning #Interviews #MedicalComputerVision
β¨ Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset β¨
π Table of Contents Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset Introduction Dataset and Task Overview About the Dataset What Are We Detecting? Defining Pothole Severity Can the Pothole Severity Logic Be Improved? Configuring Your Development Environment Trainingβ¦...
π·οΈ #ComputerVision #DeepLearning #ObjectDetection #Tutorial #YOLO
π Table of Contents Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset Introduction Dataset and Task Overview About the Dataset What Are We Detecting? Defining Pothole Severity Can the Pothole Severity Logic Be Improved? Configuring Your Development Environment Trainingβ¦...
π·οΈ #ComputerVision #DeepLearning #ObjectDetection #Tutorial #YOLO
β¨ Object Tracking with YOLOv8 and Python β¨
π Table of Contents Object Tracking with YOLOv8 and Python YOLOv8: Reliable Object Detection and Tracking Understanding YOLOv8 Architecture Mosaic Data Augmentation Anchor-Free Detection C2f (Coarse-to-Fine) Module Decoupled Head Loss Object Detection and Tracking with YOLOv8 Object Detection Object T...
π·οΈ #AdvancedComputerVision #DataScience #DeepLearning #MachineLearning #ObjectDetection #ObjectTracking #ProgrammingTutorials #Tutorial #VideoObjectTracking #YOLO
π Table of Contents Object Tracking with YOLOv8 and Python YOLOv8: Reliable Object Detection and Tracking Understanding YOLOv8 Architecture Mosaic Data Augmentation Anchor-Free Detection C2f (Coarse-to-Fine) Module Decoupled Head Loss Object Detection and Tracking with YOLOv8 Object Detection Object T...
π·οΈ #AdvancedComputerVision #DataScience #DeepLearning #MachineLearning #ObjectDetection #ObjectTracking #ProgrammingTutorials #Tutorial #VideoObjectTracking #YOLO
β¨ YOLO and Tiny-YOLO object detection on the Raspberry Pi and Movidius NCS β¨
π In this tutorial, you will learn how to utilize YOLO and Tiny-YOLO for near real-time object detection on the Raspberry Pi with a Movidius NCS. The YOLO object detector is often cited as being one of the fastest deep learning-basedβ¦...
π·οΈ #DeepLearning #EmbeddedIoTandComputerVision #Movidius #ObjectDetection #RaspberryPi #Tutorials
π In this tutorial, you will learn how to utilize YOLO and Tiny-YOLO for near real-time object detection on the Raspberry Pi with a Movidius NCS. The YOLO object detector is often cited as being one of the fastest deep learning-basedβ¦...
π·οΈ #DeepLearning #EmbeddedIoTandComputerVision #Movidius #ObjectDetection #RaspberryPi #Tutorials
β¨ Image Processing with Gemini Pro β¨
π Table of Contents Image Processing with Gemini Pro Getting Started with Gemini Pro: An Overview Gemini Pro Setup Integrating Google AI Python SDK with Gemini Pro Image Processing with Gemini Pro: Python Code Generation Comprehensive List of GenAI Models Compatibleβ¦...
π·οΈ #ArtificialIntelligence #ChatGPT #DeepLearning #Gemini #GeminiPro #GenAI #GenerativeAI #GoogleCloud #ImageProcessing #Python #Transformers #Tutorial #VertexAI
π Table of Contents Image Processing with Gemini Pro Getting Started with Gemini Pro: An Overview Gemini Pro Setup Integrating Google AI Python SDK with Gemini Pro Image Processing with Gemini Pro: Python Code Generation Comprehensive List of GenAI Models Compatibleβ¦...
π·οΈ #ArtificialIntelligence #ChatGPT #DeepLearning #Gemini #GeminiPro #GenAI #GenerativeAI #GoogleCloud #ImageProcessing #Python #Transformers #Tutorial #VertexAI
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β¨ An interview with David Bonn, computer vision and wildfire detection expert β¨
π Imagine this: Youβve built a brand new home out in the country, far from major cities. You need a break from all the hustle and bustle, and you want to bring yourself back to nature. The house youβve built isβ¦...
π·οΈ #DeepLearning #EmbeddedIoTComputerVision #Interviews
π Imagine this: Youβve built a brand new home out in the country, far from major cities. You need a break from all the hustle and bustle, and you want to bring yourself back to nature. The house youβve built isβ¦...
π·οΈ #DeepLearning #EmbeddedIoTComputerVision #Interviews
β¨ An interview with Raul Garcia-Martin, PhD candidate and computer vision entrepreneur β¨
π In this blog post, I sit down with Raul Garcia-Martin, a PhD candidate in Biometric Recognition at the University Carlos III of Madrid. Raulβs work focuses on identifying individual people by their biometrics. Youβre likely already familiar with the mostβ¦...
π·οΈ #DeepLearning #Interviews #SensorFusion
π In this blog post, I sit down with Raul Garcia-Martin, a PhD candidate in Biometric Recognition at the University Carlos III of Madrid. Raulβs work focuses on identifying individual people by their biometrics. Youβre likely already familiar with the mostβ¦...
π·οΈ #DeepLearning #Interviews #SensorFusion
β¨ Meet BLIP: The Vision-Language Model Powering Image Captioning β¨
π Table of Contents Meet BLIP: The Vision-Language Model Powering Image Captioning What Is Image Captioning and Why Is It Challenging? Why Itβs Challenging Why Traditional Vision Tasks Arenβt Enough Configuring Your Development Environment A Brief History of Image Captioning Modelsβ¦...
π·οΈ #ComputerVision #DeepLearning #ImageCaptioning #MultimodalAI #Tutorial
π Table of Contents Meet BLIP: The Vision-Language Model Powering Image Captioning What Is Image Captioning and Why Is It Challenging? Why Itβs Challenging Why Traditional Vision Tasks Arenβt Enough Configuring Your Development Environment A Brief History of Image Captioning Modelsβ¦...
π·οΈ #ComputerVision #DeepLearning #ImageCaptioning #MultimodalAI #Tutorial
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β¨ Setting Up LLaVA/BakLLaVA with vLLM: Backend and API Integration β¨
π Table of Contents Setting Up LLaVA/BakLLaVA with vLLM: Backend and API Integration Why vLLM for Multimodal Inference The Challenges of Serving Image + Text Prompts at Scale Why Vanilla Approaches Fall Short How vLLM Solves Real-World Production Workloads Configuring Yourβ¦...
π·οΈ #DeepLearning #ModelDeployment #Tutorial #vLLM
π Table of Contents Setting Up LLaVA/BakLLaVA with vLLM: Backend and API Integration Why vLLM for Multimodal Inference The Challenges of Serving Image + Text Prompts at Scale Why Vanilla Approaches Fall Short How vLLM Solves Real-World Production Workloads Configuring Yourβ¦...
π·οΈ #DeepLearning #ModelDeployment #Tutorial #vLLM
π€π§ The Little Book of Deep Learning β A Complete Summary and Chapter-Wise Overview
ποΈ 08 Oct 2025
π AI News & Trends
In the ever-evolving world of Artificial Intelligence, deep learning continues to be the driving force behind breakthroughs in computer vision, speech recognition and natural language processing. For those seeking a clear, structured and accessible guide to understanding how deep learning really works, βThe Little Book of Deep Learningβ by FranΓ§ois Fleuret is a gem. This ...
#DeepLearning #ArtificialIntelligence #MachineLearning #NeuralNetworks #AIGuides # FrancoisFleuret
ποΈ 08 Oct 2025
π AI News & Trends
In the ever-evolving world of Artificial Intelligence, deep learning continues to be the driving force behind breakthroughs in computer vision, speech recognition and natural language processing. For those seeking a clear, structured and accessible guide to understanding how deep learning really works, βThe Little Book of Deep Learningβ by FranΓ§ois Fleuret is a gem. This ...
#DeepLearning #ArtificialIntelligence #MachineLearning #NeuralNetworks #AIGuides # FrancoisFleuret
π€π§ Build a Large Language Model From Scratch: A Step-by-Step Guide to Understanding and Creating LLMs
ποΈ 08 Oct 2025
π AI News & Trends
In recent years, Large Language Models (LLMs) have revolutionized the world of Artificial Intelligence (AI). From ChatGPT and Claude to Llama and Mistral, these models power the conversational systems, copilots, and generative tools that dominate todayβs AI landscape. However, for most developers and learners, the inner workings of these systems remain a mystery until now. ...
#LargeLanguageModels #LLM #ArtificialIntelligence #DeepLearning #MachineLearning #AIGuides
ποΈ 08 Oct 2025
π AI News & Trends
In recent years, Large Language Models (LLMs) have revolutionized the world of Artificial Intelligence (AI). From ChatGPT and Claude to Llama and Mistral, these models power the conversational systems, copilots, and generative tools that dominate todayβs AI landscape. However, for most developers and learners, the inner workings of these systems remain a mystery until now. ...
#LargeLanguageModels #LLM #ArtificialIntelligence #DeepLearning #MachineLearning #AIGuides