knowledge Transfer

We’re gonna check instant m if it’s convolution layer then we can initialize with a variety of different initialization techniques we’re just gonna do the kaiming_uniform_ on the weight of that specific module and we’re only gonna do if it’s a conv2d.

we need to understand whether or not the layer contains biases for each layer. If it is, then we simply add the number of biases. The number of biases will be equal to the number of nodes(filters) in the layer.

It is a data structure of PyTorch that allows the model to operate only up to the exact length of a given sequence without adding padding.

The idea of visualizing a feature map for a specific input image would be to understand what features of the input are detected or preserved in the feature maps.

ReLU has one problem which known as a dying neuron or a dead neuron problem if the input to a ReLU neuron is negative the output would be zero. Let’s understand how the gradient would flow in this kind of a situation.

If you run OpenCV on Google Colab it will look for the camera on the server and not the client computer. Since this code runs in javascript it uses the client’s computer. Since Colab is running in your browser, you need to use web APIs to access local hardware like a camera.

The value for the gradient vector norm or preferred range can be configured by trial and error, by using common values used in the literature, or by first observing common vector norms or ranges via experimentation and then choosing a sensible value.

min-max scaling, is the simplest and consists method in rescaling. The range of features to scale in [0, 1] or [−1, 1]. The impact is that we end up with smaller standard deviations, which can suppress the effect of outliers.

Build a flutter application with the ability to select the image from the gallery using ImagePicker and upload images to the web server using a multi-part post request.

In this tutorial, we understanding how to save the best model during the training. Using two different callbacks ModelCheckpoint and EarlyStopping.