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PyImageSearch University - Complete Bundle (7.2023)
- Date: 2026-03-17
- Size: 37 GB
- Files: 160
File Name
Size
01 OpenCV 101 - OpenCV Basics/1.Loading and Displaying Images.mp4
23 MB
01 OpenCV 101 - OpenCV Basics/2.Getting and Setting Pixels.mp4
14 MB
01 OpenCV 101 - OpenCV Basics/3.Drawing with OpenCV.mp4
16 MB
01 OpenCV 101 - OpenCV Basics/4.Translation.mp4
36 MB
01 OpenCV 101 - OpenCV Basics/5.Rotation.mp4
23 MB
01 OpenCV 101 - OpenCV Basics/6.Resizing.mp4
6.9 MB
01 OpenCV 101 - OpenCV Basics/7.Flipping.mp4
32 MB
01 OpenCV 101 - OpenCV Basics/8.Cropping.mp4
26 MB
01 OpenCV 101 - OpenCV Basics/9.Image Arithmetic.mp4
19 MB
01 OpenCV 101 - OpenCV Basics/10.Bitwise Operations.mp4
35 MB
01 OpenCV 101 - OpenCV Basics/11.Masking.mp4
34 MB
01 OpenCV 101 - OpenCV Basics/12.Splitting and Merging Channels.mp4
33 MB
02 OpenCV 102 - Basic Image Processing Operations/1.Kernels.mp4
83 MB
02 OpenCV 102 - Basic Image Processing Operations/2.Morphological Operations.mp4
23 MB
02 OpenCV 102 - Basic Image Processing Operations/3.Smoothing and Blurring.mp4
31 MB
02 OpenCV 102 - Basic Image Processing Operations/4.Color Spaces.mp4
45 MB
02 OpenCV 102 - Basic Image Processing Operations/5.Basic Thresholding.mp4
36 MB
02 OpenCV 102 - Basic Image Processing Operations/6.Adaptive Thresholding.mp4
34 MB
02 OpenCV 102 - Basic Image Processing Operations/7.Image Gradients.mp4
26 MB
02 OpenCV 102 - Basic Image Processing Operations/8.Edge Detection.mp4
46 MB
02 OpenCV 102 - Basic Image Processing Operations/9.Automatic Edge Detection.mp4
46 MB
03 OpenCV 104 - Histograms/1.Image Histograms.mp4
66 MB
03 OpenCV 104 - Histograms/2.Histogram and Adaptive Histogram Equalization.mp4
87 MB
03 OpenCV 104 - Histograms/3.Histogram Matching.mp4
37 MB
03 OpenCV 104 - Histograms/4.Gamma Correction.mp4
55 MB
03 OpenCV 104 - Histograms/5.Automatic Color Correction.mp4
55 MB
03 OpenCV 104 - Histograms/6.Detecting Low Contrast Images.mp4
77 MB
04 Face Applications 101 - Face Detection/1.Face Detection with Haar Cascades.mp4
34 MB
04 Face Applications 101 - Face Detection/2.Deep Learning Face Detection with OpenCV.mp4
72 MB
04 Face Applications 101 - Face Detection/3.Deep Learning Face Detection with Dlib.mp4
54 MB
04 Face Applications 101 - Face Detection/4.Choosing a Face Detection Method.mp4
82 MB
05 Face Applications 102 - Fundamentals of Facial Landmarks/1.Facial Landmarks with Dlib and and OpenCV.mp4
41 MB
05 Face Applications 102 - Fundamentals of Facial Landmarks/2.Detecting Eyes, Nose, Lips, and Jaw with OpenCV.mp4
52 MB
05 Face Applications 102 - Fundamentals of Facial Landmarks/3.Real-time Facial Landmark Detection.mp4
51 MB
05 Face Applications 102 - Fundamentals of Facial Landmarks/4.5-point Facial Landmark Detection.mp4
75 MB
06 Face Recognition 101 - Fundamentals of Facial Recognition/1.What Is Face Recognition#.mp4
98 MB
06 Face Recognition 101 - Fundamentals of Facial Recognition/2.Face Recognition with Local Binary Patterns.mp4
79 MB
06 Face Recognition 101 - Fundamentals of Facial Recognition/3.OpenCV Eigenfaces for Face Recognition.mp4
33 MB
07 Augmented Reality 101 - Fiducials and Markers/1.AprilTag Detection.mp4
93 MB
07 Augmented Reality 101 - Fiducials and Markers/2.Generating ArUco Markers with OpenCV.mp4
105 MB
07 Augmented Reality 101 - Fiducials and Markers/3.Detecting ArUco Markers with OpenCV.mp4
82 MB
07 Augmented Reality 101 - Fiducials and Markers/4.Automatically Determining ArUcO Marker Type.mp4
90 MB
07 Augmented Reality 101 - Fiducials and Markers/5.Augmented Reality with ArUco Markers.mp4
81 MB
07 Augmented Reality 101 - Fiducials and Markers/6.Real-time Augmented Reality with OpenCV.mp4
108 MB
08 Deep Learning 101 - Neural Networks and Parameterized Learning/1.What is Deep Learning#.mp4
23 MB
08 Deep Learning 101 - Neural Networks and Parameterized Learning/2.Image Classification Basics.mp4
58 MB
08 Deep Learning 101 - Neural Networks and Parameterized Learning/3.The Deep Learning Classification Pipeline.mp4
12 MB
08 Deep Learning 101 - Neural Networks and Parameterized Learning/4.Your First Image Classifier# Using k-NN to Classify Images.mp4
18 MB
08 Deep Learning 101 - Neural Networks and Parameterized Learning/5.Parameterized Learning and Neural Networks.mp4
26 MB
09 Deep Learning 102 - Optimization Methods and Regularization/1.Understanding and Implementing Gradient Descent.mp4
40 MB
09 Deep Learning 102 - Optimization Methods and Regularization/2.Stochastic Gradient Descent (SGD).mp4
35 MB
09 Deep Learning 102 - Optimization Methods and Regularization/3.Gradient Descent Algorithms and Variations.mp4
63 MB
09 Deep Learning 102 - Optimization Methods and Regularization/4.Regularization Techniques.mp4
86 MB
10 - Deep Learning 103 - Neural Network Fundamentals/1.Introduction to Neural Networks.mp4
22 MB
10 - Deep Learning 103 - Neural Network Fundamentals/2.Implementing the Perceptron Neural Network with Python.mp4
36 MB
10 - Deep Learning 103 - Neural Network Fundamentals/3.Backpropagation from Scratch with Python.mp4
81 MB
10 - Deep Learning 103 - Neural Network Fundamentals/4.Implementing Feedforward Neural Networks with Keras and TensorFlow.mp4
133 MB
10 - Deep Learning 103 - Neural Network Fundamentals/5.The 4 Key Ingredients When Training Any Neural Network.mp4
64 MB
10 - Deep Learning 103 - Neural Network Fundamentals/6.Understanding Weight Initialization for Neural Networks.mp4
22 MB
11 - Deep Learning 104 — Convolutional Neural Networks (CNNs)/00001.mp4
482 MB
11 - Deep Learning 104 — Convolutional Neural Networks (CNNs)/00002.mp4
619 MB
11 - Deep Learning 104 — Convolutional Neural Networks (CNNs)/00003.mp4
170 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00001.mp4
908 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00002.mp4
291 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00003.mp4
378 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00004.mp4
512 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00005.mp4
639 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00006.mp4
220 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00007.mp4
439 MB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00008.mp4
1.3 GB
12 - Deep Learning 105 — Hands-on Experience with CNNs/00009.mp4
666 MB
12 - Deep Learning 120 - Regression with CNNs/1.Regression with Neural Networks.mp4
81 MB
12 - Deep Learning 120 - Regression with CNNs/2.Regression with CNNs.mp4
95 MB
12 - Deep Learning 120 - Regression with CNNs/3.Combining Categorical, Numerical, and Image Data Into a Single Neural Network.mp4
89 MB
13 - Deep Learning 125 — Data Pipelines with tf.data/00001.mp4
867 MB
13 - Deep Learning 125 — Data Pipelines with tf.data/00002.mp4
680 MB
13 - Deep Learning 125 — Data Pipelines with tf.data/00003.mp4
870 MB
14 Deep Learning 130 - Hyperparameter Tuning/1.Introduction to Hyperparameter Tuning.mp4
69 MB
14 Deep Learning 130 - Hyperparameter Tuning/2.Hyperparameter Tuning for Computer Vision Projects.mp4
57 MB
14 Deep Learning 130 - Hyperparameter Tuning/3.Using scikit-learn to Tune Deep Learning Model Hyperparameters.mp4
54 MB
14 Deep Learning 130 - Hyperparameter Tuning/4.Easy Hyperparameter Tuning with Keras Tuner.mp4
89 MB
15 PyTorch 101 — Fundamentals of PyTorch/00001.mp4
511 MB
15 PyTorch 101 — Fundamentals of PyTorch/00002.mp4
715 MB
15 PyTorch 101 — Fundamentals of PyTorch/00003.mp4
1.0 GB
15 PyTorch 101 — Fundamentals of PyTorch/00004.mp4
390 MB
15 PyTorch 101 — Fundamentals of PyTorch/00005.mp4
512 MB
16 PyTorch 102 — Intermediate PyTorch for CV techniques/00001.mp4
730 MB
16 PyTorch 102 — Intermediate PyTorch for CV techniques/00002.mp4
1.5 GB
16 PyTorch 102 — Intermediate PyTorch for CV techniques/00003.mp4
206 MB
17 PyTorch 103 - Advanced PyTorch techniques/00001.mp4
185 MB
17 PyTorch 103 - Advanced PyTorch techniques/00002.mp4
194 MB
17 PyTorch 103 - Advanced PyTorch techniques/00003.mp4
1.8 GB
18 Autoencoders 101 - Intro to Autoencoders/1.Autoencoders with Keras and TensorFlow.mp4
81 MB
18 Autoencoders 101 - Intro to Autoencoders/2.Denoising Autoencoders with Keras and TensorFlow.mp4
98 MB
18 Autoencoders 101 - Intro to Autoencoders/3.Anomaly Detection with Autoencoders.mp4
50 MB
18 Autoencoders 101 - Intro to Autoencoders/4.Autoencoders for Content-based Image Retrieval (CBIR).mp4
90 MB
19 Siamese Networks 101 - Intro to Siamese Networks/1.Building Image Pairs for Siamese Networks.mp4
121 MB
19 Siamese Networks 101 - Intro to Siamese Networks/2.Implementing Your First Siamese Network with Keras and TensorFlow.mp4
84 MB
19 Siamese Networks 101 - Intro to Siamese Networks/3.Comparing Images for Similarity with Siamese Networks.mp4
123 MB
19 Siamese Networks 101 - Intro to Siamese Networks/4.Improving Accuracy with Contrastlive Loss.mp4
203 MB
20 Image Adversaries 101 - Intro to Image Adversaries/1.Adversarial Images and Attacks with Keras and TensorFlow.mp4
109 MB
20 Image Adversaries 101 - Intro to Image Adversaries/2.Targeted Adversarial Attacks with Keras and TensorFlow.mp4
93 MB
20 Image Adversaries 101 - Intro to Image Adversaries/3.Adversarial Attacks with FGSM (Fast Gradient Signed Method.mp4
69 MB
20 Image Adversaries 101 - Intro to Image Adversaries/4.Defending Against Adverserial Attacks.mp4
159 MB
20 Image Adversaries 101 - Intro to Image Adversaries/5.Mixing Normal Images and Adversarial Images when Training CNNs.mp4
88 MB
21 Object Detection 101 - Easy Object Detection/1.Shape Detection with OpenCV.mp4
62 MB
21 Object Detection 101 - Easy Object Detection/2.Template Matching with OpenCV.mp4
70 MB
21 Object Detection 101 - Easy Object Detection/3.Multi-template Matching.mp4
59 MB
21 Object Detection 101 - Easy Object Detection/4.Multi-scale Template Matching.mp4
81 MB
21 Object Detection 101 - Easy Object Detection/5.Haar Cascades with OpenCV.mp4
49 MB
21 Object Detection 101 - Easy Object Detection/6.Deep Learning Object Detectors with OpenCV.mp4
49 MB
21 Object Detection 101 - Easy Object Detection/7.Real-time Deep Learning Object Detection with OpenCV.mp4
54 MB
22 Object Detection 201 - Fundamentals of Deep Learning Object Detection/1.Turning Any Deep Learning Image Classifier into an Object Detector.mp4
211 MB
22 Object Detection 201 - Fundamentals of Deep Learning Object Detection/2.Selective Search for Object Detection.mp4
98 MB
22 Object Detection 201 - Fundamentals of Deep Learning Object Detection/3.Region Proposal Object Detection.mp4
67 MB
22 Object Detection 201 - Fundamentals of Deep Learning Object Detection/4.Training Your Own R-CNN Object Detector.mp4
170 MB
23 Object Detection 202 - Bounding Box Regression/1.Bounding Box Regression.mp4
88 MB
23 Object Detection 202 - Bounding Box Regression/2.Multi-class Bounding Box Regression.mp4
139 MB
24 OCR 101 — Fundamentals of Optical Character Recognition/00001.mp4
324 MB
24 OCR 101 — Fundamentals of Optical Character Recognition/00002.mp4
193 MB
24 OCR 101 — Fundamentals of Optical Character Recognition/00003.mp4
287 MB
25 OCR 110 — Using Tesseract for Translation and Non-English Languages/00001.mp4
130 MB
25 OCR 110 — Using Tesseract for Translation and Non-English Languages/00002.mp4
225 MB
25 OCR 110 — Using Tesseract for Translation and Non-English Languages/00003.mp4
224 MB
25 OCR 110 — Using Tesseract for Translation and Non-English Languages/00004.mp4
226 MB
25 OCR 110 — Using Tesseract for Translation and Non-English Languages/00005.mp4
448 MB
26 OCR 210 — EasyOCR, Aligning Documents, and OCR'ing Documents/00001.mp4
363 MB
26 OCR 210 — EasyOCR, Aligning Documents, and OCR'ing Documents/00002.mp4
601 MB
26 OCR 210 — EasyOCR, Aligning Documents, and OCR'ing Documents/00003.mp4
774 MB
Extras/Esses cursos não possuem ordem no site oficial.txt
38 B
Extras/Deep Learning 106 — Improving Accuracy of CNNs/00001.mp4
121 MB
Extras/Deep Learning 106 — Improving Accuracy of CNNs/00002.mp4
303 MB
Extras/Deep Learning 106 — Improving Accuracy of CNNs/00003.mp4
173 MB
Extras/Deep Learning 107 — Basic Real-world Projects/00001.mp4
307 MB
Extras/Deep Learning 107 — Basic Real-world Projects/00002.mp4
123 MB
Extras/Deep Learning 107 — Basic Real-world Projects/00003.mp4
332 MB
Extras/Deep Learning 107 — Basic Real-world Projects/00004.mp4
226 MB
Extras/Deep Learning 301 — Advanced Topics/00001.mp4
192 MB
Extras/Deep Learning 301 — Advanced Topics/00002.mp4
281 MB
Extras/Deep Learning 301 — Advanced Topics/00003.mp4
1.1 GB
Extras/GANs 101/00001.mp4
354 MB
Extras/GANs 101/00002.mp4
689 MB
Extras/GANs 101/00003.mp4
425 MB
Extras/GANs 101/00004.mp4
748 MB
Extras/GANs 201/00001.mp4
745 MB
Extras/OCR 120/00001.mp4
1.0 GB
Extras/OCR 120/00002.mp4
423 MB
Extras/OCR 120/00003.mp4
160 MB
Extras/OCR 120/00004.mp4
478 MB
Extras/OCR 120/00005.mp4
624 MB
Extras/OCR 130/00001.mp4
121 MB
Extras/OCR 130/00002.mp4
70 MB
Extras/OCR 130/00003.mp4
166 MB
Extras/OCR 130/00004.mp4
214 MB
Extras/OCR 201/00001.mp4
214 MB
Extras/OCR 201/00002.mp4
453 MB
Extras/OCR 220/00001.mp4
326 MB
Extras/OCR 220/00002.mp4
506 MB
Extras/OCR 220/00003.mp4
134 MB
Extras/OCR 220/00004.mp4
283 MB