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Deep Learning in Medical Imaging: Multi-label Classification with PyTorch | Hands-on Demo 9 месяцев назад


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Deep Learning in Medical Imaging: Multi-label Classification with PyTorch | Hands-on Demo

As the medical diagnostics field evolves, the importance of rapid and precise image classification becomes paramount. With the fusion of deep learning and robust frameworks like PyTorch, we now have the tools to address intricate tasks such as medical multi-label image classification. In this video, journey with us as we harness the "Human Protein Atlas Image Classification" dataset from Kaggle. Dive into the core concepts of multi-label classification for medical imagery, all demonstrated through a practical, hands-on session in a Google Colab notebook. Equip yourself with the knowledge to innovate in medical image analytics! Topics Covered ✅ What is Multi-Label Image Classification? A Quick Recap ✅ Human Protein Atlas Dataset ✅ Building The Medical Multi-Label Image Classification Pipeline ✅ Hyperparameters For Medical Multi-Label Project ✅ Medical Multi-Label Dataset Preparation ✅ Loading Pretrained Models From Torchvision ✅ Creating A Custom LightningModule Class ✅ Create a Gradio App For Image Classification ⭐️ Time Stamps:⭐️ 00:00-00:19: Introduction 00:19-00:49: Classification 00:49-00:59: Binay Classification 00:59-01:42: Multi-Class Classification 01:42-02:19: Dataset 02:19-07:05: Outro Resources: 📚 Blog post Link: https://learnopencv.com/medical-multi... 🖥️ On our blog - https://learnopencv.com we also share tutorials and code on topics like Image Processing, Image Classification, Object Detection, Face Detection, Face Recognition, YOLO, Segmentation, Pose Estimation, and many more using OpenCV(Python/C++), PyTorch, and TensorFlow. 🤖 Learn from the experts on AI: Computer Vision and AI Courses YOU have an opportunity to join the over 5300+ (and counting) researchers, engineers, and students that have benefited from these courses and take your knowledge of computer vision, AI, and deep learning to the next level.🤖 https://opencv.org/courses #️⃣ Connect with Us #️⃣ 📝 Linkedin:   / satyamallick   📱 Twitter:   / learnopencv   🔊 Facebook: https://www.facebook.com/profile.php?... 📸 Instagram:   / learnopencv   🔗 Reddit:   / spmallick   🔖Hashtags🔖 #MedicalImageClassification #DeepLearning #PyTorch #MultiLabel #MedicalDiagnostics #HumanProteinAtlas #Kaggle #GoogleColab #MachineLearning #ArtificialIntelligence #DeepLearning #AI #opencvuniversity #deeplearning #computervision #learnopencv #opencv

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