Explore convolutional neural networks, their different types, and prominent use cases for machine learning, in this 10-video course. Learners will study the different layers and parameters of convolutional neural networks and their roles in implementing and addressing image recognition and classification problems. Key concepts covered in this course include the working mechanisms of convolutional neural networks, and the different types of convolutional neural networks that we can implement; and problems associated with computer vision, along with the prominent techniques to manage them. Next, you will learn about the role of neural networks and convolutional neural networks in implementing and addressing image recognition and classification problems; observe the prominent layers and parameters of convolutional neural networks for image classification; and learn to see the convolutional layer from a mathematical perspective, while recognizing the mathematical elements that enter into the convolution operations. Finally, learners will be shown how to build a convolutional neural network for image classification by using Python.

ConvNets: Introduction to Convolutional Neural Networks

discover the key concepts covered in this course

define the concept of convolution neural networks and recognize the prominent uses cases of convolutional neural networks

describe the working mechanism of convolutional neural networks

recognize the different types of convolutional neural networks that we can implement

describe the problems associated with computer vision along with the prominent techniques to manage them

identify the role of neural networks and convolutional neural networks in implementing and addressing image recognition and classification problems

recognize the prominent layers and parameters of convolutional neural networks for image classification

describe convolutional layer from mathematical perspective and recognize the mathematical elements that enter into the convolution operations

build a convolutional neural network for image classification using Python

recall the prominent use cases of convolutional neural networks, list the different types of convolutional neural networks, and build a simple convolutional neural network for image classification