Go from beginner to Expert in using Deep Learning for Computer Vision (Keras & Python) completing 28 Real World Projects
What you’ll learn Learn by completing 26 advanced computer vision projects including Emotion, Age & Gender Classification, London Underground Sign Detection, Monkey Breed, Flowers, Fruits , Simpsons Characters and many more!
Learn Advanced Deep Learning Computer Vision Techniques such as Transfer Learning and using pre-trained models (VGG, MobileNet, InceptionV3, ResNet50) on ImageNet and re-create popular CNNs such as AlexNet, LeNet, VGG and U-Net.
Understand how Neural Networks, Convolutional Neural Networks, R-CNNs , SSDs, YOLO & GANs with my easy to follow explanations
Become familiar with other frameworks (PyTorch, Caffe, MXNET, CV APIs), Cloud GPUs and get an overview of the Computer Vision World Learn how to use the Python library Keras to build complex Deep Learning Networks (using Tensorflow backend) Learn how to do Neural Style Transfer, DeepDream and use GANs to Age Faces up to 60+ Learn how to create, label, annotate, train your own Image Datasets, perfect for University Projects and Startups Learn how to use OpenCV with a FREE Optional course with almost 4 hours of video Learn how to use CNNs like U-Net to perform Image Segmentation which is extremely useful in Medical Imaging application Learn how to use TensorFlow’s Object Detection API and Create A Custom Object Detector in YOLO Learn Facial Recognition with VGGFace Learn to use Cloud GPUs on PaperSpace for 100X Speed Increase vs CPU Learn to Build a Computer Vision API and Web App and host it on AWS using an EC2 Instance Requirements Basic programming knowledge is a plus but not a requirement High school level math, College level would be a bonus Atleast 20GB storage space for Virtual Machine and Datasets A Windows, MacOS or Linux OS
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.mp4
3.4 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.srt
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12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.mp4
67.2 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.srt
11 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/3. Keras Callbacks and Checkpoint, Early Stopping and Adjust Learning Rates that Pl.mp4
51.1 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/3. Keras Callbacks and Checkpoint, Early Stopping and Adjust Learning Rates that Pl.srt
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12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.mp4
92.9 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.srt
11.6 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4.1 fruits-360.tar.gz.gz
376 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.mp4
2.8 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.srt
860 B
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.mp4
32.1 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.srt
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13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.mp4
42.2 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.srt
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/1. Chapter Introduction.mp4
2.9 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/1. Chapter Introduction.srt
856 B
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.mp4
82.1 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.srt
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14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/3. Understanding VGG16 and VGG19.mp4
14.4 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/3. Understanding VGG16 and VGG19.srt
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14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/4. Understanding ResNet50.mp4
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14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/4. Understanding ResNet50.srt
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14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/5. Understanding InceptionV3.mp4
14.4 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/5. Understanding InceptionV3.srt
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15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.mp4
2.3 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.srt
813 B
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.mp4
44.9 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.srt
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15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3. Build a Monkey Breed Classifier with MobileNet using Transfer Learning.mp4
135.3 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3. Build a Monkey Breed Classifier with MobileNet using Transfer Learning.srt
17.6 KB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3.1 17_flowers.tar.gz.gz
57.5 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.mp4
82 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.srt
10.6 KB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4.1 monkey_breed.zip.zip
546.7 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.mp4
1.9 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.srt
636 B
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.mp4
11.5 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.srt
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16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.mp4
99.6 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.srt
12.6 KB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3.1 simpsons.tar.gz.gz
549.5 MB
17. Advanced Activation Functions and Initializations/1. Chapter Introduction.mp4
2.1 MB
17. Advanced Activation Functions and Initializations/1. Chapter Introduction.srt
659 B
17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.mp4
32.3 MB
17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.srt
6.7 KB
17. Advanced Activation Functions and Initializations/3. Advanced Initializations.mp4
15 MB
17. Advanced Activation Functions and Initializations/3. Advanced Initializations.srt
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18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.mp4
4.6 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.srt
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18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.mp4
202 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.srt
26.1 KB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2.1 fer2013.zip.zip
143.3 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.mp4
260.8 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.srt
31.4 KB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3.1 age-gender-estimation.tar.gz.gz
552.2 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.mp4
2.9 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.srt
891 B
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.mp4
29.6 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.srt
5.6 KB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.mp4
30.5 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.srt
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19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.mp4
43 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.srt
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19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.mp4
171.1 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.srt
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19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5.1 U_NET.zip.zip
90 MB
2. Introduction to Computer Vision & Deep Learning/1. Introduction to Computer Vision & Deep Learning.mp4
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2. Introduction to Computer Vision & Deep Learning/1. Introduction to Computer Vision & Deep Learning.srt
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2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.mp4
60.1 MB
2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.srt
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2. Introduction to Computer Vision & Deep Learning/3. What are Images.mp4
58.8 MB
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