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Udemy - Object Detection On Custom Dataset With Keras Using Python
TORRENT SUMMARY
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Vision Transformer for Computer Vision with Keras and TensorFlow in Google Colab Platform : Hands-on
What you'll learn
Understand the fundamentals of Vision Transformer (ViT)
Build and train a deep learning network using Keras with Tensorflow as a backend using Google Colab
Assess the performance of trained model
Learn to use the trained model to predict the object of a new image data set
Requirements
Basic knowledge of Python Programming
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Fundamentals/1. Introduction.mp4
14.5 MB
~Get Your Files Here !/1. Fundamentals/2. Artificial Intelligence.mp4
8.2 MB
~Get Your Files Here !/1. Fundamentals/3. Machine Learning.mp4
3.5 MB
~Get Your Files Here !/1. Fundamentals/3.1 Association Rule Unsupervised Machine Learning in Python.html
136 B
~Get Your Files Here !/1. Fundamentals/3.2 Classification Models Supervised Machine Learning in Python.html
143 B
~Get Your Files Here !/1. Fundamentals/3.3 Cluster Analysis Unsupervised Machine Learning in Python.html
140 B
~Get Your Files Here !/1. Fundamentals/3.4 Regression Analysis Supervised Machine Learning in Python.html
143 B
~Get Your Files Here !/1. Fundamentals/4. Deep Learning.mp4
9.3 MB
~Get Your Files Here !/1. Fundamentals/5. Object Detection.mp4
15.4 MB
~Get Your Files Here !/1. Fundamentals/5.1 Deep Learning for Image Classification in Python with CNN.html
142 B
~Get Your Files Here !/1. Fundamentals/6. How object detection is done.mp4
9.9 MB
~Get Your Files Here !/1. Fundamentals/7. Vision Transformer Architecture.mp4
15.9 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/1. Download Dataset.mp4
5.8 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/10. Check the Number of Images in the Dataset.mp4
18.6 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/11. Preparing the Dataset.mp4
26.4 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/12. Visualizing a Sample Image in the Dataset.mp4
6.8 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/13. Building Multilayer-Perceptron (MLP) Network.mp4
1.4 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/14. Building the Patch Creation Layer.mp4
1.7 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/15. Displaying Patches for an Input Image.mp4
4 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/16. Building the Patch Encoding Layer.mp4
2.9 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/17. Building Vision Transformer.mp4
5.5 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/18. Compiling and Displaying Model.mp4
30.3 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/19. Training the Model.mp4
18.3 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/2. What is inside leopards_images folder.mp4
2.8 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/20. Evaluating Intersection over Union Jaccard Index.mp4
41.5 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/3. What is inside leopards_annotation folder.mp4
7.2 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/4. What is the .h5 file.mp4
2 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/5. Object Detection Python Code.mp4
2.5 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/6. Enabling GPU in Google Colab.mp4
3 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/7. Is GPU connected to Colab notebook.mp4
6.9 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/8. Connect Google Colab with Google Drive.mp4
4.6 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/9. Download TensorFlow Addons.mp4
2.7 MB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/detect_leopard.ipynb
659.7 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0001.mat
861 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0002.mat
933 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0003.mat
975 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0004.mat
1.4 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0005.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0006.mat
962 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0007.mat
970 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0008.mat
806 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0009.mat
933 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0010.mat
811 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0011.mat
1 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0012.mat
904 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0013.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0014.mat
1.2 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0015.mat
887 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0016.mat
558 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0017.mat
690 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0018.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0019.mat
696 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0020.mat
778 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0021.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0022.mat
876 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0023.mat
667 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0024.mat
664 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0025.mat
919 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0026.mat
1.2 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0027.mat
1 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0028.mat
608 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0029.mat
1.2 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0030.mat
1.2 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0031.mat
587 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0032.mat
782 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0033.mat
828 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0034.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0035.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0036.mat
821 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0037.mat
832 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0038.mat
923 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0039.mat
570 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0040.mat
610 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0041.mat
1.1 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0042.mat
787 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0043.mat
700 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0044.mat
677 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0045.mat
1003 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0046.mat
1 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0047.mat
581 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0048.mat
769 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0049.mat
1.2 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0050.mat
700 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0051.mat
745 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0052.mat
801 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0053.mat
1.3 KB
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0054.mat
668 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0055.mat
699 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0056.mat
786 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0057.mat
661 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0058.mat
964 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0059.mat
1000 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0060.mat
987 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0061.mat
625 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0062.mat
915 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0063.mat
687 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopards_annotation/annotation_0064.mat
585 B
~Get Your Files Here !/2. Building, Evaluating and Predicting Object Detection Model/leopard_detector.h5
