A group of AI researchers from DarwinAI and out of the University of Waterloo, announced an important theoretical development in…
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A Comprehensive Guide to Attention Mechanism in Deep Learning for Everyone
In this section, we will discuss how a simple Attention model can be implemented in Keras. The purpose of this…
Continue ReadingCan Neural Networks Develop Attention? Google Thinks they Can
Trying to read this article is a complicated task from the neuroscientific standpoint. At this time you are probably bombarded…
Continue ReadingBasics of graph plotting
There are 2 features I want to draw attention to. One is the strong seasonal behaviour and the second is…
Continue ReadingAttention in Neural Networks
Let’s look at another example, “Post photos in your Dropbox folder to Instagram”. Compared to the previous one, here “Instagram”…
Continue ReadingIdentifying Duplicate Questions: A Machine Learning Case Study
Identifying Duplicate Questions: A Machine Learning Case Studysiri surabathulaBlockedUnblockFollowFollowingApr 3Photo by Matthew Henry on UnsplashThis blog post is adapted from a capstone…
Continue ReadingAttention in RNNs
Attention in RNNsUnderstanding the mechanism with a detailed exampleNir ArbelBlockedUnblockFollowFollowingMar 15Montepulciano ItalyRecurrent Neural Networks (RNNs) have been used successfully for many tasks…
Continue ReadingAttention-based Neural Machine Translation
Attention-based Neural Machine TranslationAbhishek SharmaBlockedUnblockFollowFollowingMar 9Attention mechanisms are being increasingly used to improve the performance of Neural Machine Translation (NMT)…
Continue ReadingOpenAI GPT-2: Understanding Language Generation through Visualization
Well, the GPT-2 is based on the Transformer, which is an attention model — it learns to focus attention on the previous…
Continue ReadingDeconstructing BERT: Distilling 6 Patterns from 100 Million Parameters
Right: attention weights for selected token (“i”)On the left, we can see that the [SEP] token disrupts the next-token attention pattern,…
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