GenAI Interview Questions asked in different companies
Author(s): Sachin Soni Originally published on Towards AI. Q.1 Can you define encoder-only, decoder-only, and encoder-decoder-only architecture? 1. Encoder-Only Architecture Uses only the encoder stack of the Transformer. The encoder focuses on building deep contextual representations (generating dynamic contextual embeddings) of the …
Variational Autoencoders in simple language
Author(s): Sachin Soni Originally published on Towards AI. A Variational Autoencoder (VAE) is a type of Generative Model. Unlike standard AI that just recognizes things, a VAE can actually create new data, such as realistic images, music, or synthetic voices. The main …
Transformer Architecture Part -2
Author(s): Sachinsoni Originally published on Towards AI. In the first part of this series(Transformer Architecture Part-1), we explored the Transformer Encoder, which is essential for capturing complex patterns in input data. However, for tasks like machine translation, text generation, and other sequence-to-sequence …
Transformer Architecture Part -1
Author(s): Sachinsoni Originally published on Towards AI. In recent years, transformers have revolutionized the world of deep learning, powering everything from language models to vision tasks. If you’ve followed my previous blogs, you’re already familiar with some of the key components like …
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