emojiRegex.js
emojiRegex.js
What Is a Transformer Model?
A transformer model is a neural network that learns context and thus meaning by tracking relationships in sequential data like the words in this sentence.
https://blogs.nvidia.com/blog/2022/03/25/what-is-a-transformer-model/
Transformer Neural Network: Step-By-Step Breakdown of the Beast
The Illustrated Transformer
https://jalammar.github.io/illustrated-transformer/
Drawing the Transformer Network from Scratch
https://towardsdatascience.com/drawing-the-transformer-network-from-scratch-part-1-9269ed9a2c5e
Transformers are RNNs:
Fast Autoregressive Transformers with Linear Attention
https://linear-transformers.com/
1. What is meant by maximum entropy?
2. What is meant by a maximum entropy classifier?
Imagine 3 buckets with 10 red and 10 blue balls as shown in the picture. The first and last have well separated (or ordered) blue and red balls, and have low entropy. The middle one has uniformly placed red and blue balls (unordered or random) and has high entropy.
So, maximum entropy is achieved when we have uniform distribution of things or in other words when they have the most randomness.
Maximum entropy classifier as the name suggest is related to maximum entropy. It is a classifier which prefers the uniformity or maximum entropy if no data is observed. But as it sees the data, it has to move away from the maximum entropy by explaining data. After it has explained the data, it again tries to maximize the entropy on whatever remaining is not seen.
You can think of maximum entropy as the closest you can get to pure nonsense (random letters all with the same frequency of occurrence).
It is the densest amount of information you can get across given a fixed set of letters.
For example if you have only two letters "A" and "B".
AAAAAA would be low entropy.
ABAAAAA would be in the middle and
ABABAB would be the the maximum entropy for the alphabet.
https://www.quora.com/What-is-maximum-entropy-in-the-simplest-terms
Maximum Entropy Example In JavaScript
PLEASE WAIT WHILE THE CODE PROCESSES THE DATA
A simple, efficient and free online tool to quickly swap the single and double quotes present in the given text.
Enter text text area.Swap button to see the result in the Swapped text text area.Hello 'user'! Welcome to "OneCompiler"!Hello "user"! Welcome to 'OneCompiler'!.
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Version: 5.10.8 (changelog), copyright © 2011-2022 Jos de Jong
JSON Editor Online is a web-based tool to view, edit, and format JSON. It shows your data side by side in a clear, editable treeview or a code editor. You can store documents locally or in the cloud.
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