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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
Deep Learning
Readings:
Deep Learning core concepts (Nvidia blog)
Deep Learning in a Nutshell
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