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# Category: Machine Learning

### #001 CNN Convolutional Neural Networks

Source: Stanford CS 231n Convolutional Neural Networks What is Computer Vision?      Computer vision is an interdisciplinary field that deals with how computers can be made to gain high-level understanding from digital images or videos. From the perspective of engineering, it seeks to automate tasks that the human visual system can do.                               Computer Vision is one of the fields of artificial intelligence that is rapidly progressing thanks to Deep…

### #011 Deep L-layer Neural Network

Deep L-layer Neural Network In this post we will make a Neural Network overview. We will see what is the simplest representation of a Neural Network and how deep representation of a Neural Network looks like. You may have heard that the perceptron is the simplest version of a Neural Network. The perceptron is a one layer Neural Network with the $$step$$ activation function . In the previous posts we have defined a Logistic Regression…

### #007 Neural Networks Representation

A quick overview In previous posts we had talked about Logistic Regression and we saw how this model corresponds to the following computation graph: We have a feature vector $$x$$ , parameters $$w$$ and $$b$$ as the inputs to the computation graph. That allows us to compute $$z$$ which is then used to compute $$a$$ and we use $$a$$ interchangeably with the output $$\hat{y}$$. Finally, we can compute a…