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所在平台: Udemy |
课程主页: https://www.udemy.com/course/yolo-v3-robust-deep-learning-object-detection-in-1-hour/
课程评论：没有评论
这是一个关于YOLOv3的深度学习目标检测课程，旨在帮助学习者在短时间内掌握从训练到推理的整个流程。课程重点介绍了如何克服在AI目标检测入门过程中常见的痛点，例如： * **数据集标注的繁琐和耗时：** 课程将展示如何使用AI辅助标注，并避免重复图像。 * **不同模型间标注格式的差异：** 强调标注一次即可用于多种模型（如Yolo, SSD, FR-CNN, Inception等）。 * **标注工具的局限性：** 介绍使用Supervisely等免费工具，可用于处理损坏的标签。 * **模型训练的模糊性：** 提供清晰的步骤指导，减少试错时间。 课程将通过Supervisely这一免费的目标检测工作流工具，演示如何快速有效地收集和标注数据集，并利用数据增强技术扩充数据。学习者将学会如何在自定义的深度学习集群上在线训练YOLOv3模型，并使用PyTorch进行部署。 **课程收益包括：** * 学习YOLOv3预训练模型相关的最新目标检测技术。 * 掌握能节省时间和金钱的目标检测工作流。 * 学习快速收集图像、标注数据集并避免重复图像的技巧。 * 通过数据增强技术“倍增”数据。 * 了解如何利用AI辅助标注。 * 学习从零开始训练自定义YOLOv3模型的详细步骤。 * 一步步指导如何执行、收集图像、标注、训练和部署自定义YOLOv3模型。 **此外，课程还提供额外福利：** * **神经网络基础知识。** * **个人化的课程帮助：** 讲师定期举行免费的Office Hours，解答学生关于业务和课程的问题，并承诺快速回复学生提问。 * **课程更新：** 课程会定期更新以反映当前的营销趋势。 完成课程后，学习者将获得**课程结业证书**，可作为AI领域专业能力的证明，有助于求职或承接自由职业项目。课程还提供**30天无条件退款保证**，承诺协助学生取得成功。
Learn how we implemented YOLO V3 Deep Learning Object Detection Models From Training to Inference - Step-by-StepWhen we first got started in Deep Learning particularly in Computer Vision, we were really excited at the possibilities of this technology to help people. The only problem is that if you are just getting started learning about AI Object Detection, you may encounter some of the following common obstacles along the way:Labeling dataset is quite tedious and cumbersome, Annotation formats between various object detection models are quite different.Labels may get corrupt with free annotation tools,Unclear instructions on how to train models - causes a lot of wasted time during trial and error.Duplicate images are a headache to manage. This got us searching for a better way to manage the object detection workflow, that will not only help us better manage the object detection process but will also improve our time to market. Amongst the possible solutions we arrived at using Supervisely which is free Object Detection Workflow Tool, that can help you:Use AI to annotate your dataset,Annotation for one dataset can be used for other models (No need for any conversion) - Yolo, SSD, FR-CNN, Inception etc,Robust and Fast Annotation and Data Augmentation,Supervisely handles duplicate images.You can Train your AI Models Online (for free) from anywhere in the world, once you've set up your Deep Learning Cluster.So as you can see, that the features mentioned above can save you a tremendous amount of time. In this course, I show you how to use this workflow by training your own custom YoloV3 as well as how to deploy your models using PyTorch. So essentially, we've structured this training to reduce debugging, speed up your time to market and get you results sooner. In this course, here's some of the things that you will learn:Learn the State of the Art in Object Detection using Yolo V3 pre-trained model,Discover the Object Detection Workflow that saves you time and money,The quickest way to gather images and annotate your dataset while avoiding duplicates,Secret tip to multiply your data using Data Augmentation,How to use AI to label your dataset for you,Find out how to train your own custom YoloV3 from scratch,Step-by-step instructions on how to Execute,Collect Images, Annotate, Train and Deploy Custom Yolo V3 models,and much more...You also get helpful bonuses:Neural Network FundamentalsPersonal help within the courseI donate my time to regularly hold office hours with students. During the office hours you can ask me any business question you want, and I will do my best to help you. The office hours are free. I don't try to sell anything.Students can start discussions and message me with private questions. I answer 99% of questions within 24 hours. I love helping students who take my courses and I look forward to helping you. I regularly update this course to reflect the current marketing landscape.Get a Career Boost with a Certificate of Completion Upon completing 100% of this course, you will be emailed a certificate of completion. You can show it as proof of your expertise and that you have completed a certain number of hours of instruction.If you want to get a marketing job or freelancing clients, a certificate from this course can help you appear as a stronger candidate for Artificial Intelligence jobs.Money-Back GuaranteeThe course comes with an unconditional, Udemy-backed, 30-day money-back guarantee. This is not just a guarantee, it's my personal promise to you that I will go out of my way to help you succeed just like I've done for thousands of my other students. Let me help you get fast results. Enroll now, by clicking the button and let us show you how to Develop Object Detection Using Yolo V3.
