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Computer Vision Tutorial
Home
Environment Setup
Install Conda, keras, Tensorflow
Install OpenCV
Setup AWS GPU
Intro to Computer Vision
Image Classification Pipeline
Pre-processing
Image Segmentation
Features Extraction
Project 1: License Plate Detection
Intro to Deep Learning
Convolutional Neural Networks
Convolutional Layers
Stride and padding
Pooling
Putting it all together
Project 2: MNIST Classifier
Additional Resources
Machine Learning Strategy
CNN Architechture
Object Detection
Object Segmentation
Transfer Learning
What's next? (WIP)
Computer Vision Tutorial
Object Segmentation
Fully Convolutional Networks for Semantic Segmentation by Long et. al
References:
Survey article: http://blog.qure.ai/notes/semantic-segmentation-deep-learning-review
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