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Udemy - Modern Computer Vision and Deep Learning with Python and PyTorch

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3.6 GB
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98
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Description
Modern Computer Vision & Deep Learning with Python & PyTorch



https://DevCourseWeb.com

Published 7/2023
Created by Mazhar Hussain
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 71 Lectures ( 7h 6m ) | Size: 3.57 GB

Computer Vision with Python using Deep Learning for Classification, Instance & Semantic Segmentation, & Object Detection

What you'll learn
Learn Computer Vision and Deep Learning with Real-world Applications in Python
Learn Deep Convolutional Neural Networks (CNN) for Computer Vision
Computer Vision for Single and Multi-label Classification with Python and Pytorch
Computer Vision for Image Semantic Segmentation with Python and Pytorch
Computer Vision for Image Instance Segmentation with Python and Pytorch
Computer Vision for Object Detection with Python and Pytorch
Google Colab with GPU for Writing Python and Pytorch Code
Learn Data Augmentation with Different Image Transformations
Custom Datasets for Image Classification, Image Segmentation and Object Detection
Hyperparameters Optimization of Deep Learning Models to Improve Performance
Learn Performance Metrics (Accuracy, IOU, Precision, Recall, Fscore)
Transfer Learning with Pretrained Models of Deep Learning in Pytorch
Train Image Segmentation, Classification and Object Detection Models on Custom Datasets
Evaluate and Deploy Image Segmentation, Image Classification and Object Detection Models
Object Detection using Detectron2 Models Introduced by Facebook Artificial Intelligence Research (FAIR) Group
Perform Object Detection using RCNN, Fast RCNN, Faster RCNN Models with Python and Pytorch
Perform Semantic Segmentation with UNet, PSPNet, DeepLab, PAN, and UNet++ Models with Pytoch and Python
Perform Instance Segmentation using Mask RCNN on Custom Dataset with Pytorch and Python
Perform Image Single and Multi-label Classification using Deep Learning Models (ResNet, AlexNet) with Pytorch and Python
Visualization of Results, Datasets, and Complete Python/Pytorch Code is Provided for Classification, Segmentation, and Object Detection

Requirements
Computer Vision and Deep Learning with Python and Pytorch is taught in this course by following a complete pipeline from Zero to Mastery
No prior knowledge of Computer Vision and Deep Learning is assumed. Everything will be covered with hands-on trainings
A Google Gmail account is required to get started with Google Colab to write Python and PytorchCode

File list
  • Udemy - Modern Computer Vision and Deep Learning with Python and PyTorch
  • ~Get Your Files Here !/1. Introduction/1. Introduction to Course.mp4 55.3 MB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/1. Datasets for Semantic Segmentation.mp4 48.3 MB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/2. Data Annotations Tool for Semantic Segmentation.mp4 59.4 MB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/3. Data Loading with PyTorch Customized Dataset Class.mp4 159.7 MB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/4. Data Loading for Segmentation with Python and PyTorch Code.html 6.8 KB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/5. Data Augmentation using Albumentations with Different Transformations.mp4 68.1 MB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/6. Augmentation Python Code.html 2.7 KB
  • ~Get Your Files Here !/10. Segmentation Datasets, Annotations, Data Augmentation & Data Loading/7. Learn To Implement Data Loaders In Pytorch.mp4 19.3 MB
  • ~Get Your Files Here !/11. Performance Metrics (IOU) For Segmentation Models Evaluation/1. Performance Metrics (IOU, Pixel Accuracy, Precision, Recall, Fscore).mp4 71.2 MB
  • ~Get Your Files Here !/11. Performance Metrics (IOU) For Segmentation Models Evaluation/2. Code (Python and PyTorch).html 18.3 KB
  • ~Get Your Files Here !/12. Encoders and Decoders For Segmentation In PyTorch/1. Transfer Learning And Pretrained Deep Resnet Architecture.mp4 47.9 MB
  • ~Get Your Files Here !/12. Encoders and Decoders For Segmentation In PyTorch/2. Encoders for Segmentation with PyTorch Liberary.mp4 46.9 MB
  • ~Get Your Files Here !/12. Encoders and Decoders For Segmentation In PyTorch/3. Decoders for Segmentation in PyTorch Liberary.mp4 73.8 MB
  • ~Get Your Files Here !/13. Implementation, Optimization and Training Of Segmentation Models/1. Implement Segmentation Models (UNet, PSPNet, DeepLab, PAN, and UNet++).mp4 199 MB
  • ~Get Your Files Here !/13. Implementation, Optimization and Training Of Segmentation Models/2. Segmentation Models Code with Python.html 1 KB
  • ~Get Your Files Here !/13. Implementation, Optimization and Training Of Segmentation Models/3. Learn To Optimize Hyperparameters For Segmentation Models.mp4 35.9 MB
  • ~Get Your Files Here !/13. Implementation, Optimization and Training Of Segmentation Models/4. Model Optimaztion Code (Python And PyTorch).html 292 B
  • ~Get Your Files Here !/13. Implementation, Optimization and Training Of Segmentation Models/5. Training of Segmentation Models.mp4 76.4 MB
  • ~Get Your Files Here !/13. Implementation, Optimization and Training Of Segmentation Models/6. Model Training Code (Python And PyTorch).html 11.3 KB
  • ~Get Your Files Here !/14. Test Models and Visualize Segmentation Results/1. Test Models and Calculate IOU,Pixel Accuracy,Fscore.mp4 116.4 MB
  • ~Get Your Files Here !/14. Test Models and Visualize Segmentation Results/2. Test Models and Calculate Performance Scores (Python Code).html 10.9 KB
  • ~Get Your Files Here !/14. Test Models and Visualize Segmentation Results/3. Visualize Segmentation Results and Generate RGB Segmented Map.mp4 97.9 MB
  • ~Get Your Files Here !/14. Test Models and Visualize Segmentation Results/4. Segmentation Results Visualization (Python Code).html 2.7 KB
  • ~Get Your Files Here !/15. Complete Code and Dataset for Semantic Segmentation/1. Final Code Review.mp4 40.4 MB
  • ~Get Your Files Here !/15. Complete Code and Dataset for Semantic Segmentation/2. Complete Code and Dataset is Attached.html 106 B
  • ~Get Your Files Here !/15. Complete Code and Dataset for Semantic Segmentation/Deep_Learning_for_Semantic_Segmentation.ipynb 1.3 MB
  • ~Get Your Files Here !/15. Complete Code and Dataset for Semantic Segmentation/TrayDataset/XTest/1001a01.jpg 11.1 KB
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  • ~Get Your Files Here !/15. Complete Code and Dataset for Semantic Segmentation/TrayDataset/XTrain/1001a02.jpg 10.7 KB
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