✨ An interview with Askat Kuzdeuov, computer vision and deep learning researcher ✨

📖 In this blog post, I interview Askat Kuzdeuov, a computer vision and deep learning researcher at the Institute of Smart Systems and Artificial Intelligence (ISSAI). Askat is not only a stellar researcher, but he’s an avid PyImageSearch reader as well.…...

🏷️ #DeepLearning #GenerativeAdversarialNetworksGANs #Interviews #SensorFusion

✨ CycleGAN: Unpaired Image-to-Image Translation (Part 1) ✨

📖 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...

🏷️ #ComputerVision #CycleGAN #DeepLearning #Keras #KerasandTensorFlow #TensorFlow #UnpairedImageTranslation

✨ Breaking captchas with deep learning, Keras, and TensorFlow ✨

📖 In the past, we’ve worked with datasets that have been pre-compiled and labeled for us — but what if we wanted to go about creating our own custom dataset and then training a CNN on it? In this tutorial, I’ll…...

🏷️ #DeepLearning #KerasandTensorFlow #Tutorials

✨ Smile detection with OpenCV, Keras, and TensorFlow ✨

📖 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, we’ll be training the LetNet architecture…...

🏷️ #DeepLearning #KerasandTensorFlow #Tutorials

✨ Data augmentation with tf.data and TensorFlow ✨

📖 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 how…...

🏷️ #DeepLearning #KerasandTensorFlow #Tutorials

✨ Build a Search Engine: Deploy Models and Index Data in AWS OpenSearch ✨

📖 Table of Contents Build a Search Engine: Deploy Models and Index Data in AWS OpenSearch Introduction What Will We Do in This Blog? Why Are We Using Vector Embeddings? What’s Coming Next? Configuring Your Development Environment Installing Docker (Required for…...

🏷️ #Docker #MachineLearning #OpenSearch #SearchEngines #SemanticSearch #Tutorial #VectorSearch

✨ FastAPI Meets OpenAI CLIP: Build and Deploy with Docker ✨

📖 Table of Contents FastAPI Meets OpenAI CLIP: Build and Deploy with Docker Building on FastAPI Foundations What’s Next? What Is OpenAI CLIP? How OpenAI CLIP Works: Understanding Text-Image Matching and Contrastive Learning Contrastive Pre-Training: Aligning Text and Image Embeddings Shared…...

🏷️ #AIApplications #DockerDeployment #FastAPIDevelopment #MachineLearning #Tutorial

✨ Introduction to Gradio for Building Interactive Applications ✨

📖 Table of Contents Introduction to Gradio for Building Interactive Applications What Is Gradio? High-Impact Projects Powered by Gradio AUTOMATIC1111’s Stable Diffusion Web UI oobabooga’s Text Generation Web UI The Next Generation of Gradio: What’s New in Version 5 Performance Improvements…...

🏷️ #Gradio #MachineLearning #Python #SoftwareDevelopment #Tutorial

✨ Implementing Approximate Nearest Neighbor Search with KD-Trees ✨

📖 Table of Contents Implementing Approximate Nearest Neighbor Search with KD-Trees Introduction to Approximate Nearest Neighbor Search Mathematical Foundation KD-Trees for Approximate Nearest Neighbor Search Construction of KD-Trees Querying with KD-Trees Step 1: Forward Traversal Step 2: Computing th...

🏷️ #ApproximateNearestNeighbor #KDTree #MachineLearning #NearestNeighborAlgorithm #Tutorial

✨ OpenCV Social Distancing Detector ✨

📖 In this tutorial, you will learn how to implement a COVID-19 social distancing detector using OpenCV, Deep Learning, and Computer Vision. Today’s tutorial is inspired by PyImageSearch reader Min-Jun, who emailed in asking: Hi Adrian, I’ve seen a number of…...

🏷️ #DeepLearning #MedicalComputerVision #ObjectDetection #Tutorials

✨ COVID-19: Face Mask Detector with OpenCV, Keras/TensorFlow, and Deep Learning ✨

📖 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.…...

🏷️ #DeepLearning #FaceApplications #KerasandTensorFlow #MedicalComputerVision #ObjectDetection #Tutorials

✨ Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning ✨

📖 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, I’m genuinely concerned about COVID-19. I find myself constantly…...

🏷️ #DeepLearning #KerasandTensorFlow #MedicalComputerVision #Tutorials

🔥 $10.000 WITH LISA!

Lisa earned $200,000 in a month, and now it’s YOUR TURN!

She’s made trading SO SIMPLE that anyone can do it.

❗️Just copy her signals every day
❗️Follow her trades step by step
❗️Earn $1,000+ in your first week – GUARANTEED!

🚨 BONUS: Lisa is giving away $10,000 to her subscribers!

Don’t miss this once-in-a-lifetime opportunity. Free access for the first 500 people only!

👉 CLICK HERE TO JOIN NOW 👈

✨ An interview with Paul Lee – Doctor, Cardiologist and Deep Learning Researcher ✨

📖 In today’s 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, PA…...

🏷️ #DeepLearning #Interviews #MedicalComputerVision

✨ Text Detection and OCR with Google Cloud Vision API ✨

📖 Table of Contents Text Detection and OCR with Google Cloud Vision API Google Cloud Vision API for OCR Obtaining Your Google Cloud Vision API Keys Prerequisite Steps to Enable Google Cloud Vision API and Download Credentials Configuring Your Development Environment…...

🏷️ #OpticalCharacterRecognitionOCR #Python #TextDetection #Tutorials

✨ Text Detection and OCR with Microsoft Cognitive Services ✨

📖 Table of Contents Text Detection and OCR with Microsoft Cognitive Services Microsoft Cognitive Services for OCR Obtaining Your Microsoft Cognitive Services Keys Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Creating Our Configura...

🏷️ #MicrosoftCognitiveServices #OpticalCharacterRecognitionOCR #Python #TextDetection #Tutorials

✨ Text Detection and OCR with Amazon Rekognition API ✨

📖 Table of Contents Text Detection and OCR with Amazon Rekognition API Configuring Your Development Environment Amazon Rekognition API for OCR Obtaining Your AWS Rekognition Keys Installing Amazon’s Python Package Having Problems Configuring Your Development Environment? Project Structure Creating Our...

🏷️ #AmazonRekognitionAPI #AmazonWebServicesAWS #OpticalCharacterRecognitionOCR #Python #Tutorials

✨ Improving Text Detection Speed with OpenCV and GPUs ✨

📖 In this tutorial, you will learn to improve text detection speed with OpenCV and GPUs. This tutorial is the last in a 4-part series on OCR with Python: Multi-Column Table OCR OpenCV Fast Fourier Transform (FFT) for Blur Detection in…...

🏷️ #GraphicsProcessingUnitsGPU #OpenCV #OpticalCharacterRecognitionOCR #Python #Tutorials

✨ Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset ✨

📖 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 Training…...

🏷️ #ComputerVision #DeepLearning #ObjectDetection #Tutorial #YOLO

✨ People Tracker with YOLOv12 and Centroid Tracker ✨

📖 Table of Contents People Tracker with YOLOv12 and Centroid Tracker Introduction Why People Tracker Monitoring Matters How YOLOv12 Enables Real-Time Applications Configuring Your Development Environment Downloading the Input Video Install gdown Download the Video Visualizing the Inference and Trackin...

🏷️ #ComputerVision #ObjectDetection #PeopleTracker #Tutorial #YOLOv12

✨ Object Detection and Visual Grounding with Qwen 2.5 ✨

📖 Table of Contents Object Detection and Visual Grounding with Qwen 2.5 Introduction and Types of Spatial Understanding Object Detection Visual Grounding and Counting Understanding Relationships How Spatial Understanding Works in Qwen 2.5 VL Models Prompt Structure Task-Specific Instruction Object or…...

🏷️ #ObjectDetection #Qwen25 #Qwen25 #Tutorial #VisualGrounding