Computer Vision

To work on image and video analytics we can master computer vision. To work on computer vision we have to understand images.

• PyTorch Tensors
• Understanding Pretrained models like AlexNet, ImageNet, ResNet.
• Neural Networks
• Building a perceptron
• Building a single layer neural network
• Building a deep neural network
• Recurrent neural network for sequential data analysis

Convolutional Neural Networks

• Understanding the ConvNet topology
• Convolution layers
• Pooling layers
• Image Content Analysis
• Operating on images using OpenCV-Python
• Detecting edges
• Histogram equalization
• Detecting corners