Udemy - Master Computer Vision™ OpenCV4 In Python With Deep Learning [TP]

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Udemy - Master Computer Vision™ OpenCV4 In Python With Deep Learning [TP]

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Udemy - Master Computer Vision™ OpenCV4 In Python With Deep Learning [TP]
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1. Course Introduction and Setup
1. Introduction.mp4
MP4
11.66 MB
1. Introduction.vtt
VTT
2.55 KB
2. Introduction to Computer Vision and OpenCV.mp4
MP4
7.2 MB
2. Introduction to Computer Vision and OpenCV.vtt
VTT
4.05 KB
3. About this course.mp4
MP4
10.29 MB
3. About this course.vtt
VTT
7.12 KB
4. READ THIS - Guide to installing and setting up your OpenCV4.0.1 Virtual Machine.html
HTML
2.6 KB
4.1 Download your OpenCV4 Virtual Machine HERE!.html
HTML
143 B
5. Recomended - Setup your OpenCV4.0.1 Virtual Machine.mp4
MP4
37.58 MB
5. Recomended - Setup your OpenCV4.0.1 Virtual Machine.vtt
VTT
5.33 KB
5.1 masteropencv4_v1.5.tar.gz.gz
GZ
116.15 MB
6. Installation of OpenCV & Python on Windows.mp4
MP4
23.95 MB
6. Installation of OpenCV & Python on Windows.vtt
VTT
11.13 KB
6.1 Windows OpenCV Installation.pdf.pdf
PDF
23.49 KB
7. Installation of OpenCV & Python on Mac.html
HTML
4.2 KB
7.1 Guide to troubleshooting Issues with Mac installs.html
HTML
148 B
8. Installation of OpenCV & Python on Linux.html
HTML
3.76 KB
9. Set up course materials (DOWNLOAD LINK BELOW) - Not needed if using the new VM.mp4
MP4
4.62 MB
9. Set up course materials (DOWNLOAD LINK BELOW) - Not needed if using the new VM.vtt
VTT
2.14 KB
9.1 MasteringComputerVision_V1.03.zip.zip
ZIP
127.48 MB
6
1. HAAR Cascade Classifiers - Learn How Classifiers Work And Why They're Amazing.mp4
MP4
10.1 MB
1. HAAR Cascade Classifiers - Learn How Classifiers Work And Why They're Amazing.vtt
VTT
6.97 KB
2. Face and Eye Detection - Detect Human Faces and Eyes In Any Image.mp4
MP4
24.98 MB
2. Face and Eye Detection - Detect Human Faces and Eyes In Any Image.vtt
VTT
14.43 KB
3. Mini Project 6 - Car and Pedestrian Detection in Videos.mp4
MP4
15.23 MB
3. Mini Project 6 - Car and Pedestrian Detection in Videos.vtt
VTT
9.07 KB
7
1. Face Analysis and Filtering - Identify Face Outline, Lips, Eyes Even Eyebrows.mp4
MP4
28.29 MB
1. Face Analysis and Filtering - Identify Face Outline, Lips, Eyes Even Eyebrows.vtt
VTT
14.74 KB
2. Merging Faces (Face Swaps) - Combine Two Faces For Fun & Sometimes Scary Results.mp4
MP4
28.66 MB
2. Merging Faces (Face Swaps) - Combine Two Faces For Fun & Sometimes Scary Results.vtt
VTT
12.46 KB
2.1 Student Contribution of PY3 compatible version (Thanks to Vo!).html
HTML
132 B
3. Mini Project 7 - Live Face Swapper (like MSQRD & Snapchat filters!!!).mp4
MP4
14.46 MB
3. Mini Project 7 - Live Face Swapper (like MSQRD & Snapchat filters!!!).vtt
VTT
7.9 KB
4. Mini Project 8 - Yawn Detector and Counter.mp4
MP4
29.99 MB
4. Mini Project 8 - Yawn Detector and Counter.vtt
VTT
10.34 KB
10. Computational Photography & Make a License Plate Reader
1. Mini Project # 12 - Photo-Restoration.mp4
MP4
14.73 MB
1. Mini Project # 12 - Photo-Restoration.vtt
VTT
8.16 KB
2. Mini Project # 13 - Automatic Number-Plate Recognition (ALPR).html
HTML
861 B
2.1 Lecture11.1 Automatic Number-Plate Recognition.zip.zip
ZIP
23.75 KB
11. Conclusion
1. Course Summary and how to become an Expert.mp4
MP4
4.16 MB
1. Course Summary and how to become an Expert.vtt
VTT
4.05 KB
1.1 ResearchPapersandURLS.pdf.pdf
PDF
96.73 KB
2. Latest Advances, 12 Startup Ideas & Implementing Computer VIsion in Mobile Apps.mp4
MP4
15.66 MB
2. Latest Advances, 12 Startup Ideas & Implementing Computer VIsion in Mobile Apps.vtt
VTT
9.36 KB
12
1. Setup your Deep Learning Virtual Machine.mp4
MP4
77.42 MB
1. Setup your Deep Learning Virtual Machine.vtt
VTT
12.42 KB
1.1 DeepLearningCV_MOCV.tar.gz.gz
GZ
135.42 MB
1.2 Download VirtualBox.html
HTML
102 B
1.3 Deep Learning Computer Vision OCV.pdf.pdf
PDF
26.59 MB
1.4 Download Your Deep Learning Virtual Machine HERE.html
HTML
127 B
2. Intro to Handwritten Digit Classification (MNIST).mp4
MP4
67.3 MB
2. Intro to Handwritten Digit Classification (MNIST).vtt
VTT
6.99 KB
3. Intro to Multiple Image Classification (CIFAR10).mp4
MP4
27.32 MB
3. Intro to Multiple Image Classification (CIFAR10).vtt
VTT
3.79 KB
13
1. Neural Networks Chapter Overview.mp4
MP4
7.83 MB
1. Neural Networks Chapter Overview.vtt
VTT
1.87 KB
10. Epochs, Iterations and Batch Sizes.mp4
MP4
26.11 MB
10. Epochs, Iterations and Batch Sizes.vtt
VTT
4.33 KB
11. Measuring Performance and the Confusion Matrix.mp4
MP4
52.09 MB
11. Measuring Performance and the Confusion Matrix.vtt
VTT
8.6 KB
12. Review and Best Practices.mp4
MP4
27.14 MB
12. Review and Best Practices.vtt
VTT
5.14 KB
2. Machine Learning Overview.mp4
MP4
52.27 MB
2. Machine Learning Overview.vtt
VTT
52.28 MB
3. Neural Networks Explained.mp4
MP4
23.35 MB
3. Neural Networks Explained.vtt
VTT
4.68 KB
4. Forward Propagation.mp4
MP4
63.34 MB
4. Forward Propagation.vtt
VTT
9.88 KB
5. Activation Functions.mp4
MP4
59.66 MB
5. Activation Functions.vtt
VTT
10.16 KB
6. Training Part 1 – Loss Functions.mp4
MP4
58.42 MB
6. Training Part 1 – Loss Functions.vtt
VTT
10.45 KB
7. Training Part 2 – Backpropagation and Gradient Descent.mp4
MP4
72.68 MB
7. Training Part 2 – Backpropagation and Gradient Descent.vtt
VTT
11.72 KB
8. Backpropagation & Learning Rates – A Worked Example.mp4
MP4
99.9 MB
8. Backpropagation & Learning Rates – A Worked Example.vtt
VTT
15.5 KB
9. Regularization, Overfitting, Generalization and Test Datasets.mp4
MP4
118.36 MB
9. Regularization, Overfitting, Generalization and Test Datasets.vtt
VTT
18.39 KB
14
1. Convolutional Neural Networks Chapter Overview.mp4
MP4
5.14 MB
1. Convolutional Neural Networks Chapter Overview.vtt
VTT
1.3 KB
2. Introduction to Convolutional Neural Networks (CNNs).mp4
MP4
36.69 MB
2. Introduction to Convolutional Neural Networks (CNNs).vtt
VTT
6.4 KB
3. Convolutions & Image Features.mp4
MP4
102.41 MB
3. Convolutions & Image Features.vtt
VTT
15.36 KB
4. Depth, Stride and Padding.mp4
MP4
46.57 MB
4. Depth, Stride and Padding.vtt
VTT
8.17 KB
5. ReLU.mp4
MP4
10.89 MB
5. ReLU.vtt
VTT
2.2 KB
6. Pooling.mp4
MP4
28.82 MB
6. Pooling.vtt
VTT
5.66 KB
7. The Fully Connected Layer.mp4
MP4
13.87 MB
7. The Fully Connected Layer.vtt
VTT
2.74 KB
8. Training CNNs.mp4
MP4
27.13 MB
8. Training CNNs.vtt
VTT
3.7 KB
9. Designing Your Own CNN.mp4
MP4
24.28 MB
9. Designing Your Own CNN.vtt
VTT
4.79 KB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras
1. Introduction to Keras & Tensorflow.mp4
MP4
5.61 MB
1. Introduction to Keras & Tensorflow.vtt
VTT
1.18 KB
10. Saving and Loading Your Model.mp4
MP4
29.54 MB
10. Saving and Loading Your Model.vtt
VTT
3.86 KB
11. Displaying Your Model Visually.mp4
MP4
25.45 MB
11. Displaying Your Model Visually.vtt
VTT
3.83 KB
2. Building a CNN in Keras.mp4
MP4
73.72 MB
2. Building a CNN in Keras.vtt
VTT
15.82 KB
3. Building a Handwriting Recognition CNN.mp4
MP4
11.15 MB
3. Building a Handwriting Recognition CNN.vtt
VTT
2.25 KB
4. Loading Our Data.mp4
MP4
52.91 MB
4. Loading Our Data.vtt
VTT
7.52 KB
5. Getting our data in ‘Shape’.mp4
MP4
33.81 MB
5. Getting our data in ‘Shape’.vtt
VTT
5.19 KB
6. Hot One Encoding.mp4
MP4
18.19 MB
6. Hot One Encoding.vtt
VTT
3.53 KB
7. Building & Compiling Our Model.mp4
MP4
36.2 MB
7. Building & Compiling Our Model.vtt
VTT
4.76 KB
8. Training Our Classifier.mp4
MP4
40.81 MB
8. Training Our Classifier.vtt
VTT
6.43 KB
9. Plotting Loss and Accuracy Charts.mp4
MP4
25.57 MB
9. Plotting Loss and Accuracy Charts.vtt
VTT
4.08 KB
15
1. Introduction to Keras & Tensorflow.mp4
MP4
5.61 MB
1. Introduction to Keras & Tensorflow.vtt
VTT
1.18 KB
10. Saving and Loading Your Model.mp4
MP4
29.54 MB
10. Saving and Loading Your Model.vtt
VTT
3.86 KB
11. Displaying Your Model Visually.mp4
MP4
25.45 MB
11. Displaying Your Model Visually.vtt
VTT
3.83 KB
12. Building a Simple Image Classifier using CIFAR10.mp4
MP4
74.34 MB
12. Building a Simple Image Classifier using CIFAR10.vtt
VTT
74.35 MB
2. Building a CNN in Keras.mp4
MP4
73.72 MB
2. Building a CNN in Keras.vtt
VTT
15.82 KB
3. Building a Handwriting Recognition CNN.mp4
MP4
11.15 MB
3. Building a Handwriting Recognition CNN.vtt
VTT
2.25 KB
4. Loading Our Data.mp4
MP4
52.91 MB
4. Loading Our Data.vtt
VTT
7.52 KB
5. Getting our data in ‘Shape’.mp4
MP4
33.81 MB
5. Getting our data in ‘Shape’.vtt
VTT
5.19 KB
6. Hot One Encoding.mp4
MP4
18.19 MB
6. Hot One Encoding.vtt
VTT
3.53 KB
7. Building & Compiling Our Model.mp4
MP4
36.2 MB
7. Building & Compiling Our Model.vtt
VTT
4.76 KB
8. Training Our Classifier.mp4
MP4
40.81 MB
8. Training Our Classifier.vtt
VTT
6.43 KB
9. Plotting Loss and Accuracy Charts.mp4
MP4
25.57 MB
9. Plotting Loss and Accuracy Charts.vtt
VTT
4.08 KB
16. BONUS - Deep Learning Computer Vision 5 - Build a Cats vs Dogs Classifier
1. Data Augmentation Chapter Overview.mp4
MP4
3.92 MB
1. Data Augmentation Chapter Overview.vtt
VTT
1.33 KB
2. Splitting Data into Test and Training Datasets.mp4
MP4
103.8 MB
2. Splitting Data into Test and Training Datasets.vtt
VTT
12.39 KB
3. Train a Cats vs. Dogs Classifier.mp4
MP4
44.79 MB
3. Train a Cats vs. Dogs Classifier.vtt
VTT
5.52 KB
4. Boosting Accuracy with Data Augmentation.mp4
MP4
43.45 MB
4. Boosting Accuracy with Data Augmentation.vtt
VTT
6.71 KB
5. Types of Data Augmentation.mp4
MP4
52.48 MB
5. Types of Data Augmentation.vtt
VTT
7.35 KB
17
1. Step 1 - Creating a Credit Card Number Dataset.html
HTML
12.3 KB
1.1 Credit-Card Number Identification.zip.zip
ZIP
128.45 KB
1.2 26.Credit-Card.tar.gz.gz
GZ
13.33 MB
2. Step 2 - Training Our Model.html
HTML
4.72 KB
3. Step 3 - Extracting A Credit Card from the Background.html
HTML
7.96 KB
4. Step 4 - Use our Model to Identify the Digits & Display it onto our Credit Card.html
HTML
4.11 KB
18. BONUS - Neural Style Transfer with OpenCV
1. Perform Neural Style Transfer Using OpenCV4.html
HTML
4.8 KB
1.1 NeuralStyleTransfer.tar.gz.gz
GZ
120.8 MB
19. BONUS - Object Detection - Use SSDs (Single Shot Detector) for Detecting Objects
1. Using an SSD In OpenCV.html
HTML
7.56 KB
1.1 SSDOpenCV.tar.gz.gz
GZ
142.56 MB
2. Basics of Computer Vision and OpenCV
1. What are Images.mp4
MP4
4.39 MB
1. What are Images.vtt
VTT
2.99 KB
2. How are Images Formed.mp4
MP4
6.22 MB
2. How are Images Formed.vtt
VTT
4.1 KB
3. Storing Images on Computers.mp4
MP4
10.89 MB
3. Storing Images on Computers.vtt
VTT
5.99 KB
4. Getting Started with OpenCV - A Brief OpenCV Intro.mp4
MP4
23.7 MB
4. Getting Started with OpenCV - A Brief OpenCV Intro.vtt
VTT
10.56 KB
5. Grayscaling - Converting Color Images To Shades of Gray.mp4
MP4
4.52 MB
5. Grayscaling - Converting Color Images To Shades of Gray.vtt
VTT
2.5 KB
6. Understanding Color Spaces - The Many Ways Color Images Are Stored Digitally.mp4
MP4
30.62 MB
6. Understanding Color Spaces - The Many Ways Color Images Are Stored Digitally.vtt
VTT
14.76 KB
7. Histogram representation of Images - Visualizing the Components of Images.mp4
MP4
11.73 MB
7. Histogram representation of Images - Visualizing the Components of Images.vtt
VTT
5.4 KB
8. Creating Images & Drawing on Images - Make Squares, Circles, Polygons & Add Text.mp4
MP4
9.84 MB
8. Creating Images & Drawing on Images - Make Squares, Circles, Polygons & Add Text.vtt
VTT
4.69 KB
20. BONUS - Colorize Black and White Images
1. Colorizing Black and White Images Using Caffe.html
HTML
6.4 KB
1.1 colorize.tar.gz.gz
GZ
114.56 MB
3. Image Manipulations & Processing
1. Transformations, Affine And Non-Affine - The Many Ways We Can Change Images.mp4
MP4
3.58 MB
1. Transformations, Affine And Non-Affine - The Many Ways We Can Change Images.vtt
VTT
3.07 KB
10. Sharpening - Reverse Your Images Blurs.mp4
MP4
4.35 MB
10. Sharpening - Reverse Your Images Blurs.vtt
VTT
2.26 KB
11. Thresholding (Binarization) - Making Certain Images Areas Black or White.mp4
MP4
17.66 MB
11. Thresholding (Binarization) - Making Certain Images Areas Black or White.vtt
VTT
10.61 KB
12. Dilation, Erosion, OpeningClosing - Importance of ThickeningThinning Lines.mp4
MP4
10.09 MB
12. Dilation, Erosion, OpeningClosing - Importance of ThickeningThinning Lines.vtt
VTT
6.2 KB
13. Edge Detection using Image Gradients & Canny Edge Detection.mp4
MP4
15.26 MB
13. Edge Detection using Image Gradients & Canny Edge Detection.vtt
VTT
6.35 KB
14. Perspective & Affine Transforms - Take An Off Angle Shot & Make It Look Top Down.mp4
MP4
8.1 MB
14. Perspective & Affine Transforms - Take An Off Angle Shot & Make It Look Top Down.vtt
VTT
4.89 KB
15. Mini Project 1 - Live Sketch App - Turn your Webcam Feed Into A Pencil Drawing.mp4
MP4
14.34 MB
15. Mini Project 1 - Live Sketch App - Turn your Webcam Feed Into A Pencil Drawing.vtt
VTT
6.52 KB
2. Image Translations - Moving Images Up, Down. Left And Right.mp4
MP4
4.99 MB
2. Image Translations - Moving Images Up, Down. Left And Right.vtt
VTT
3.49 KB
3. Rotations - How To Spin Your Image Around And Do Horizontal Flipping.mp4
MP4
6.07 MB
3. Rotations - How To Spin Your Image Around And Do Horizontal Flipping.vtt
VTT
4.05 KB
4. Scaling, Re-sizing and Interpolations - Understand How Re-Sizing Affects Quality.mp4
MP4
8.67 MB
4. Scaling, Re-sizing and Interpolations - Understand How Re-Sizing Affects Quality.vtt
VTT
5.71 KB
5. Image Pyramids - Another Way of Re-Sizing.mp4
MP4
3.52 MB
5. Image Pyramids - Another Way of Re-Sizing.vtt
VTT
2.39 KB
6. Cropping - Cut Out The Image The Regions You Want or Don't Want.mp4
MP4
5.58 MB
6. Cropping - Cut Out The Image The Regions You Want or Don't Want.vtt
VTT
3.34 KB
7. Arithmetic Operations - Brightening and Darkening Images.mp4
MP4
7.98 MB
7. Arithmetic Operations - Brightening and Darkening Images.vtt
VTT
4.5 KB
8. Bitwise Operations - How Image Masking Works.mp4
MP4
7.74 MB
8. Bitwise Operations - How Image Masking Works.vtt
VTT
4.85 KB
9. Blurring - The Many Ways We Can Blur Images & Why It's Important.mp4
MP4
16.17 MB
9. Blurring - The Many Ways We Can Blur Images & Why It's Important.vtt
VTT
9.47 KB
4. Image Segmentation & Contours
1. Segmentation and Contours - Extract Defined Shapes In Your Image.mp4
MP4
22.43 MB
1. Segmentation and Contours - Extract Defined Shapes In Your Image.vtt
VTT
14.6 KB
2. Sorting Contours - Sort Those Shapes By Size.mp4
MP4
29.77 MB
2. Sorting Contours - Sort Those Shapes By Size.vtt
VTT
17.3 KB
3. Approximating Contours & Finding Their Convex Hull - Clean Up Messy Contours.mp4
MP4
13.46 MB
3. Approximating Contours & Finding Their Convex Hull - Clean Up Messy Contours.vtt
VTT
7.12 KB
4. Matching Contour Shapes - Match Shapes In Images Even When Distorted.mp4
MP4
15.24 MB
4. Matching Contour Shapes - Match Shapes In Images Even When Distorted.vtt
VTT
6.87 KB
5. Mini Project 2 - Identify Shapes (Square, Rectangle, Circle, Triangle & Stars).mp4
MP4
13.12 MB
5. Mini Project 2 - Identify Shapes (Square, Rectangle, Circle, Triangle & Stars).vtt
VTT
7.13 KB
6. Line Detection - Detect Straight Lines E.g. The Lines On A Sudoku Game.mp4
MP4
17.69 MB
6. Line Detection - Detect Straight Lines E.g. The Lines On A Sudoku Game.vtt
VTT
8.09 KB
7. Circle Detection.html
HTML
1.79 KB
8. Blob Detection - Detect The Center of Flowers.mp4
MP4
7.53 MB
8. Blob Detection - Detect The Center of Flowers.vtt
VTT
4.5 KB
9. Mini Project 3 - Counting Circles and Ellipses.mp4
MP4
14.24 MB
9. Mini Project 3 - Counting Circles and Ellipses.vtt
VTT
7.8 KB
5. Object Detection in OpenCV
1. Object Detection Overview.mp4
MP4
7.36 MB
1. Object Detection Overview.vtt
VTT
4.37 KB
2. Mini Project # 4 - Finding Waldo (Quickly Find A Specific Pattern In An Image).mp4
MP4
7.29 MB
2. Mini Project # 4 - Finding Waldo (Quickly Find A Specific Pattern In An Image).vtt
VTT
3.86 KB
3. Feature Description Theory - How We Digitally Represent Objects.mp4
MP4
8.91 MB
3. Feature Description Theory - How We Digitally Represent Objects.vtt
VTT
6.59 KB
4. Finding Corners - Why Corners In Images Are Important to Object Detection.mp4
MP4
14.78 MB
4. Finding Corners - Why Corners In Images Are Important to Object Detection.vtt
VTT
9.15 KB
5. SIFT, SURF, FAST, BRIEF & ORB - Learn The Different Ways To Get Image Features.mp4
MP4
25.48 MB
5. SIFT, SURF, FAST, BRIEF & ORB - Learn The Different Ways To Get Image Features.vtt
VTT
13.37 KB
6. Mini Project 5 - Object Detection - Detect A Specific Object Using Your Webcam.mp4
MP4
43.45 MB
6. Mini Project 5 - Object Detection - Detect A Specific Object Using Your Webcam.vtt
VTT
19.35 KB
7. Histogram of Oriented Gradients - Another Novel Way Of Representing Images.mp4
MP4
19.94 MB
7. Histogram of Oriented Gradients - Another Novel Way Of Representing Images.vtt
VTT
10.4 KB
8. Simple Machine Learning using OpenCV
1. Machine Learning Overview - What Is It & Why It's Important to Computer Vision.mp4
MP4
16.23 MB
1. Machine Learning Overview - What Is It & Why It's Important to Computer Vision.vtt
VTT
11.58 KB
2. Mini Project 9 - Handwritten Digit Classification.mp4
MP4
60.54 MB
2. Mini Project 9 - Handwritten Digit Classification.vtt
VTT
25.79 KB
3. Mini Project # 10 - Facial Recognition - Make Your Computer Recognize You.mp4
MP4
31.99 MB
3. Mini Project # 10 - Facial Recognition - Make Your Computer Recognize You.vtt
VTT
15.22 KB
9. Object Tracking & Motion Analysis
1. Filtering by Color.mp4
MP4
18.65 MB
1. Filtering by Color.vtt
VTT
7.78 KB
2. Background Subtraction and Foreground Subtraction.mp4
MP4
29.53 MB
2. Background Subtraction and Foreground Subtraction.vtt
VTT
8.99 KB
3. Using Meanshift for Object Tracking.mp4
MP4
14.45 MB
3. Using Meanshift for Object Tracking.vtt
VTT
6.23 KB
4. Using CAMshift for Object Tracking.mp4
MP4
9.88 MB
4. Using CAMshift for Object Tracking.vtt
VTT
5.2 KB
5. Optical Flow - Track Moving Objects In Videos.mp4
MP4
19.81 MB
5. Optical Flow - Track Moving Objects In Videos.vtt
VTT
9.29 KB
6. Mini Project # 11 - Ball Tracking.mp4
MP4
14.23 MB
6. Mini Project # 11 - Ball Tracking.vtt
VTT
6.37 KB
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