The most common architecture used to build Seq2Seq models is the Encoder Decoder architecture. The concepts explained in these blogs are extensively used in my post. The Unreasonable Effectiveness of Recurrent Neural Networks (explains how RNNs can be used to build language models) and Understanding LSTM Networks (explains the working of LSTMs with solid intuition) are two brilliant blogs that I strongly suggest to go through if you haven’t. Have working knowledge of LSTM networks in Python and Keras Know High School Linear Algebra and ProbabilityĬ. Know Fundamental concepts in Machine Learning and Neural Networksī. Since we are using Neural Networks to perform Machine Translation, more commonly it is called as Neural Machine translation (NMT). However the technical details apply to any sequence to sequence problem in general. We will take the problem of Machine Translation (translating a text from one language to another, in our case from English to Marathi) as the running example in this blog. The purpose of this blog post is to give a detailed explanation on how sequence to sequence models are built and to give an intuitive understanding of how they solve these complex tasks.
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