{"id":13027,"date":"2026-08-10T10:53:38","date_gmt":"2026-08-10T10:53:38","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/linkedin-pytorch-essential-training-working-with-images-2025-4\/"},"modified":"2026-08-10T10:53:38","modified_gmt":"2026-08-10T10:53:38","slug":"linkedin-pytorch-essential-training-working-with-images-2025-4","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/linkedin-pytorch-essential-training-working-with-images-2025-4\/","title":{"rendered":"LinkedIn \u2013 PyTorch Essential Training: Working with Images 2025-4"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">PyTorch Essential Training: Working with Images. This course teaches practical deep learning methods for image classification using PyTorch. This course is designed with a project-based approach for machine learning developers and data scientists who are facing the challenges of convolutional neural networks and their applications. Participants will be introduced to essential concepts and steps, including data preprocessing, the training process, and evaluating a pretrained model. More advanced topics such as transfer learning, fine-tuning a model to improve performance, and using various evaluation metrics are also covered in this course. Key skills practiced in this course include mastering the PyTorch library, understanding the principles of artificial intelligence, and effectively implementing deep learning algorithms. This training will allow participants to apply their theoretical knowledge in a practical context and build powerful models for image analysis.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">An Introduction to Image Classification<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">What is image classification?<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Binary Image Classification.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Multiclass Image Classification.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Understanding convolutional neural networks (CNNs).<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data preparation<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Importing the required packages.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Organizing the Dataset.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Transforming the Data.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Visualizing the Data.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Transfer learning with a pre-trained model<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">An introduction to transfer learning.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Introducing the ResNet model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Fine-tuning ResNet for binary classification.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Freeze layers and learn from specific blocks.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Model training and testing<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Setting up the Training Loop.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Loss Function and Optimizer.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Evaluating Model Performance.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Saving the Model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Visualizing Predictions.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Challenge: Model evaluation and testing.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Solution: Evaluate and test the model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Capstone Project<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Machine learning developers and data scientists who want to gain practical skills in working with CNNs and image classification.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Professionals looking for project-based experience with PyTorch.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">People who want to learn about transfer learning, model fine-tuning, and evaluation metrics in the field of Computer Vision.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Anyone looking for a practical understanding of training and evaluating a pre-trained model.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">PyTorch Essential Training: Working with Images Course Details<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.linkedin.com\/learning\/pytorch-essential-training-working-with-images\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">LinkedIn<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/terezija-semenski\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Terezija Semenski<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Education level: Intermediate<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 1 hour and 31 minutes<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1016286 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/PyTorch-Essential-Training-Working-with-Images-1.png\" alt=\"PyTorch Essential Training: Working with Images\" width=\"438\" height=\"512\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1016287 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/PyTorch-Essential-Training-Working-with-Images-2.png\" alt=\"PyTorch Essential Training: Working with Images\" width=\"916\" height=\"195\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-182899-1\"><video class=\"wp-video-shortcode\" id=\"video-182899-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/PyTorch_Essential_Training_Working_with_Images_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/PyTorch_Essential_Training_Working_with_Images_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/PyTorch_Essential_Training_Working_with_Images_Downloadly.ir.mp4?nocache=1786174356395\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/PyTorch_Essential_Training_Working_with_Images_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div dir=\"ltr\" style=\"text-align: left\">\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Subtitles: English<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<h4 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Downloadly<\/span><\/h4>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/LinkedIn_PyTorch_Essential_Training_Working_with_Images_2025-4_Downloadly.ir.rar?nocache=1786174355\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download file \u2013 103 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/e1045278ac9f50221a62140ddbe9d67a\/LinkedIn_PyTorch_Essential_Training_Working_with_Images_2025-4_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download File \u2013 103 MB<\/a>&nbsp;<\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">103 MB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description PyTorch Essential Training: Working with Images. This course teaches practical deep learning methods for image classification using PyTorch. This co<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[106959,106960,106961,106962,106963,38366],"class_list":["post-13027","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-pytorch-essential-training-working-with-images","dgi_tag-download-course-pytorch-essential-training-working-with-images","dgi_tag-download-pytorch-essential-training-working-with-images","dgi_tag-free-download-pytorch-essential-training-working-with-images","dgi_tag-free-pytorch-essential-training-working-with-images","dgi_tag-terezija-semenski"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/13027","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/13027\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=13027"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=13027"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=13027"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}