Knowledge is Power

  AI Free Basic Course | Lecture 27 | Building AutoEncoder Look at the image above, it is the image of simple vanilla autoencoder network. Whenever the word Vanilla is used, it means simplest autoencoder. When the image is passed to the encoder it performs two jobs, first it extracts the feature of the image and second is reducing the size of the image. The image is further compressed, and its dimensions are reduced up to code, Bottleneck or Latent representation. It then is passed to the Decoder where the reverse process starts, and the compressed image is expanded, and an image is regenerated. We also discussed in our last lecture the concept of denoising. Where we were giving the input image and were generating another image as an output. Suppose we add noise into our image by drawing lines over it and give it to the autoencoder. Now the burden over the autoencoder has increased. Now it has not only to extract the features of the image but also has to struggle with noise sep...

AI Free Basic Course | Lecture 26 | AutoEncoders | Live Session   Press release of Upwork has been pinned on our social media platforms. Upwork is the biggest online earning platform. If you want to take the opportunity to earn from the million-dollar projects, to reinvest them to generate and share idea, for all these Upwork is playing key role for promotion of all these. When started this online learning program as we have predicted the direction of online earning. We have apprehended what the world is demanding in the field of online earning and what our generation is doing. We are still focusing on Canva, WordPress etc. Although it is not bad thing to work in these areas, but to work in the limited scope does not mean we don’t have to pursue for the growth, especially when the trends are changing. It is our duty to plan and hard work and leave the rest to ALLAH for reward of hard work. If we don’t adapt ourselves to the changing demands of the world and we fail in the e...