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[Tutorialsplanet.NET] Udemy - Master Computer Vision™ OpenCV4 in Python with Deep Learning
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2023-4-20 21:55
2024-12-23 20:33
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Tutorialsplanet
NET
Udemy
-
Master
Computer
Vision™
OpenCV4
in
Python
with
Deep
Learning
文件列表
1. Course Introduction and Setup/1. Introduction.mp4
11.66MB
1. Course Introduction and Setup/2. Introduction to Computer Vision and OpenCV.mp4
7.2MB
1. Course Introduction and Setup/3. About this course.mp4
10.29MB
1. Course Introduction and Setup/5. Recomended - Setup your OpenCV4.0.1 Virtual Machine.mp4
37.58MB
1. Course Introduction and Setup/6. Installation of OpenCV & Python on Windows.mp4
23.95MB
1. Course Introduction and Setup/9. Set up course materials (DOWNLOAD LINK BELOW) - Not needed if using the new VM.mp4
4.62MB
10. Computational Photography & Make a License Plate Reader/1. Mini Project # 12 - Photo-Restoration.mp4
14.73MB
11. Conclusion/1. Course Summary and how to become an Expert.mp4
4.16MB
11. Conclusion/2. Latest Advances, 12 Startup Ideas & Implementing Computer VIsion in Mobile Apps.mp4
15.66MB
12/1. Setup your Deep Learning Virtual Machine.mp4
77.42MB
12/2. Intro to Handwritten Digit Classification (MNIST).mp4
67.3MB
12/3. Intro to Multiple Image Classification (CIFAR10).mp4
27.32MB
13/1. Neural Networks Chapter Overview.mp4
7.83MB
13/10. Epochs, Iterations and Batch Sizes.mp4
26.11MB
13/11. Measuring Performance and the Confusion Matrix.mp4
52.09MB
13/12. Review and Best Practices.mp4
27.14MB
13/2. Machine Learning Overview.mp4
52.27MB
13/3. Neural Networks Explained.mp4
23.35MB
13/4. Forward Propagation.mp4
63.34MB
13/5. Activation Functions.mp4
59.66MB
13/6. Training Part 1 – Loss Functions.mp4
58.42MB
13/7. Training Part 2 – Backpropagation and Gradient Descent.mp4
72.68MB
13/8. Backpropagation & Learning Rates – A Worked Example.mp4
99.9MB
13/9. Regularization, Overfitting, Generalization and Test Datasets.mp4
118.36MB
14/1. Convolutional Neural Networks Chapter Overview.mp4
5.14MB
14/2. Introduction to Convolutional Neural Networks (CNNs).mp4
36.69MB
14/3. Convolutions & Image Features.mp4
102.41MB
14/4. Depth, Stride and Padding.mp4
46.57MB
14/5. ReLU.mp4
10.89MB
14/6. Pooling.mp4
28.82MB
14/7. The Fully Connected Layer.mp4
13.87MB
14/8. Training CNNs.mp4
27.13MB
14/9. Designing Your Own CNN.mp4
24.28MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/1. Introduction to Keras & Tensorflow.mp4
5.61MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/10. Saving and Loading Your Model.mp4
29.54MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/11. Displaying Your Model Visually.mp4
25.45MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/2. Building a CNN in Keras.mp4
73.72MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/3. Building a Handwriting Recognition CNN.mp4
11.15MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/4. Loading Our Data.mp4
52.91MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/5. Getting our data in ‘Shape’.mp4
33.81MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/6. Hot One Encoding.mp4
18.19MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/7. Building & Compiling Our Model.mp4
36.2MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/8. Training Our Classifier.mp4
40.81MB
15. BONUS - Deep Learning Computer Vision 4 - Build CNNs in Python using Keras/9. Plotting Loss and Accuracy Charts.mp4
25.57MB
15/1. Introduction to Keras & Tensorflow.mp4
5.61MB
15/10. Saving and Loading Your Model.mp4
29.54MB
15/11. Displaying Your Model Visually.mp4
25.45MB
15/12. Building a Simple Image Classifier using CIFAR10.mp4
74.34MB
15/2. Building a CNN in Keras.mp4
73.72MB
15/3. Building a Handwriting Recognition CNN.mp4
11.15MB
15/4. Loading Our Data.mp4
52.91MB
15/5. Getting our data in ‘Shape’.mp4
33.81MB
15/6. Hot One Encoding.mp4
18.19MB
15/7. Building & Compiling Our Model.mp4
36.2MB
15/8. Training Our Classifier.mp4
40.81MB
15/9. Plotting Loss and Accuracy Charts.mp4
25.57MB
16. BONUS - Deep Learning Computer Vision 5 - Build a Cats vs Dogs Classifier/1. Data Augmentation Chapter Overview.mp4
3.92MB
16. BONUS - Deep Learning Computer Vision 5 - Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.mp4
103.8MB
16. BONUS - Deep Learning Computer Vision 5 - Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.mp4
44.79MB
16. BONUS - Deep Learning Computer Vision 5 - Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.mp4
43.45MB
16. BONUS - Deep Learning Computer Vision 5 - Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.mp4
52.48MB
2. Basics of Computer Vision and OpenCV/1. What are Images.mp4
4.39MB
2. Basics of Computer Vision and OpenCV/2. How are Images Formed.mp4
6.22MB
2. Basics of Computer Vision and OpenCV/3. Storing Images on Computers.mp4
10.89MB
2. Basics of Computer Vision and OpenCV/4. Getting Started with OpenCV - A Brief OpenCV Intro.mp4
23.7MB
2. Basics of Computer Vision and OpenCV/5. Grayscaling - Converting Color Images To Shades of Gray.mp4
4.52MB
2. Basics of Computer Vision and OpenCV/6. Understanding Color Spaces - The Many Ways Color Images Are Stored Digitally.mp4
30.62MB
2. Basics of Computer Vision and OpenCV/7. Histogram representation of Images - Visualizing the Components of Images.mp4
11.73MB
2. Basics of Computer Vision and OpenCV/8. Creating Images & Drawing on Images - Make Squares, Circles, Polygons & Add Text.mp4
9.84MB
3. Image Manipulations & Processing/1. Transformations, Affine And Non-Affine - The Many Ways We Can Change Images.mp4
3.58MB
3. Image Manipulations & Processing/10. Sharpening - Reverse Your Images Blurs.mp4
4.35MB
3. Image Manipulations & Processing/11. Thresholding (Binarization) - Making Certain Images Areas Black or White.mp4
17.66MB
3. Image Manipulations & Processing/12. Dilation, Erosion, OpeningClosing - Importance of ThickeningThinning Lines.mp4
10.09MB
3. Image Manipulations & Processing/13. Edge Detection using Image Gradients & Canny Edge Detection.mp4
15.26MB
3. Image Manipulations & Processing/14. Perspective & Affine Transforms - Take An Off Angle Shot & Make It Look Top Down.mp4
8.1MB
3. Image Manipulations & Processing/15. Mini Project 1 - Live Sketch App - Turn your Webcam Feed Into A Pencil Drawing.mp4
14.34MB
3. Image Manipulations & Processing/2. Image Translations - Moving Images Up, Down. Left And Right.mp4
4.99MB
3. Image Manipulations & Processing/3. Rotations - How To Spin Your Image Around And Do Horizontal Flipping.mp4
6.07MB
3. Image Manipulations & Processing/4. Scaling, Re-sizing and Interpolations - Understand How Re-Sizing Affects Quality.mp4
8.67MB
3. Image Manipulations & Processing/5. Image Pyramids - Another Way of Re-Sizing.mp4
3.52MB
3. Image Manipulations & Processing/6. Cropping - Cut Out The Image The Regions You Want or Don't Want.mp4
5.58MB
3. Image Manipulations & Processing/7. Arithmetic Operations - Brightening and Darkening Images.mp4
7.98MB
3. Image Manipulations & Processing/8. Bitwise Operations - How Image Masking Works.mp4
7.74MB
3. Image Manipulations & Processing/9. Blurring - The Many Ways We Can Blur Images & Why It's Important.mp4
16.17MB
4. Image Segmentation & Contours/1. Segmentation and Contours - Extract Defined Shapes In Your Image.mp4
22.43MB
4. Image Segmentation & Contours/2. Sorting Contours - Sort Those Shapes By Size.mp4
29.77MB
4. Image Segmentation & Contours/3. Approximating Contours & Finding Their Convex Hull - Clean Up Messy Contours.mp4
13.46MB
4. Image Segmentation & Contours/4. Matching Contour Shapes - Match Shapes In Images Even When Distorted.mp4
15.24MB
4. Image Segmentation & Contours/5. Mini Project 2 - Identify Shapes (Square, Rectangle, Circle, Triangle & Stars).mp4
13.12MB
4. Image Segmentation & Contours/6. Line Detection - Detect Straight Lines E.g. The Lines On A Sudoku Game.mp4
17.69MB
4. Image Segmentation & Contours/8. Blob Detection - Detect The Center of Flowers.mp4
7.53MB
4. Image Segmentation & Contours/9. Mini Project 3 - Counting Circles and Ellipses.mp4
14.24MB
5. Object Detection in OpenCV/1. Object Detection Overview.mp4
7.36MB
5. Object Detection in OpenCV/2. Mini Project # 4 - Finding Waldo (Quickly Find A Specific Pattern In An Image).mp4
7.29MB
5. Object Detection in OpenCV/3. Feature Description Theory - How We Digitally Represent Objects.mp4
8.91MB
5. Object Detection in OpenCV/4. Finding Corners - Why Corners In Images Are Important to Object Detection.mp4
14.78MB
5. Object Detection in OpenCV/5. SIFT, SURF, FAST, BRIEF & ORB - Learn The Different Ways To Get Image Features.mp4
25.48MB
5. Object Detection in OpenCV/6. Mini Project 5 - Object Detection - Detect A Specific Object Using Your Webcam.mp4
43.45MB
5. Object Detection in OpenCV/7. Histogram of Oriented Gradients - Another Novel Way Of Representing Images.mp4
19.94MB
6/1. HAAR Cascade Classifiers - Learn How Classifiers Work And Why They're Amazing.mp4
10.1MB
6/2. Face and Eye Detection - Detect Human Faces and Eyes In Any Image.mp4
24.98MB
6/3. Mini Project 6 - Car and Pedestrian Detection in Videos.mp4
15.23MB
7/1. Face Analysis and Filtering - Identify Face Outline, Lips, Eyes Even Eyebrows.mp4
28.29MB
7/2. Merging Faces (Face Swaps) - Combine Two Faces For Fun & Sometimes Scary Results.mp4
28.66MB
7/3. Mini Project 7 - Live Face Swapper (like MSQRD & Snapchat filters!!!).mp4
14.46MB
7/4. Mini Project 8 - Yawn Detector and Counter.mp4
29.99MB
8. Simple Machine Learning using OpenCV/1. Machine Learning Overview - What Is It & Why It's Important to Computer Vision.mp4
16.23MB
8. Simple Machine Learning using OpenCV/2. Mini Project 9 - Handwritten Digit Classification.mp4
60.54MB
8. Simple Machine Learning using OpenCV/3. Mini Project # 10 - Facial Recognition - Make Your Computer Recognize You.mp4
31.99MB
9. Object Tracking & Motion Analysis/1. Filtering by Color.mp4
18.65MB
9. Object Tracking & Motion Analysis/2. Background Subtraction and Foreground Subtraction.mp4
29.53MB
9. Object Tracking & Motion Analysis/3. Using Meanshift for Object Tracking.mp4
14.45MB
9. Object Tracking & Motion Analysis/4. Using CAMshift for Object Tracking.mp4
9.88MB
9. Object Tracking & Motion Analysis/5. Optical Flow - Track Moving Objects In Videos.mp4
19.81MB
9. Object Tracking & Motion Analysis/6. Mini Project # 11 - Ball Tracking.mp4
14.23MB
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