Helpful Context Brief: In the previous video, we've started measuring bias in word embeddings. In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much.

Rasa Algorithm Whiteboard Translation Issues - Practical Points

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Practical Points

In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ... We'll be exploring a trick that sounds like it might work, but we can only confirm it by receiving ... In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much.

Reference Verification Tips

In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. In the age of deep learning and transformers, rule-based systems can still be a great idea.

Discovery Guide for Readers

What might an assistant do if it sees a text from a language that it isn't trained on? In the previous video, we've started measuring bias in word embeddings.

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Useful notes from the results

  • In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ...
  • In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much.
  • In the age of deep learning and transformers, rule-based systems can still be a great idea.
  • We'll be exploring a trick that sounds like it might work, but we can only confirm it by receiving ...
  • What might an assistant do if it sees a text from a language that it isn't trained on?
  • In the previous video, we've started measuring bias in word embeddings.

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Visual Notes

Rasa Algorithm Whiteboard - Translation Issues
Rasa Algorithm Whiteboard - Transliteration
Rasa Algorithm Whiteboard - Countvectors and Spelling Errors
Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems
Rasa Algorithm Whiteboard - Language Detection
Rasa Algorithm Whiteboard - Word Analogies don't Hold in General
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
Rasa Algorithm Whiteboard: Debiasing via Projections Doesn't Always Work
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - RulePolicy
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Read Complete Guide
Rasa Algorithm Whiteboard - Translation Issues

Rasa Algorithm Whiteboard - Translation Issues

Read more details and related context about Rasa Algorithm Whiteboard - Translation Issues.

Rasa Algorithm Whiteboard - Transliteration

Rasa Algorithm Whiteboard - Transliteration

This video is a bit ... different. We'll be exploring a trick that sounds like it might work, but we can only confirm it by receiving ...

Rasa Algorithm Whiteboard - Countvectors and Spelling Errors

Rasa Algorithm Whiteboard - Countvectors and Spelling Errors

Countvectors are still an unsung hero in natural language processing. This is especially true in

Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems

Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems

In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much.

Rasa Algorithm Whiteboard - Language Detection

Rasa Algorithm Whiteboard - Language Detection

What might an assistant do if it sees a text from a language that it isn't trained on? It might make assumptions because it's unlike ...

Rasa Algorithm Whiteboard - Word Analogies don't Hold in General

Rasa Algorithm Whiteboard - Word Analogies don't Hold in General

You might have heard about the `king - man + woman = queen` analogy. In this video we'll dive into the phenomenon of ...

Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings

Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings

In the previous video, we've started measuring bias in word embeddings. In this video, we will attempt to remove some of this bias ...

Rasa Algorithm Whiteboard: Debiasing via Projections Doesn't Always Work

Rasa Algorithm Whiteboard: Debiasing via Projections Doesn't Always Work

In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ...

Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention

Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention

This is the first video on attention mechanisms. We'll start with self attention and end with transformers. We're going at it step by ...

Rasa Algorithm Whiteboard - RulePolicy

Rasa Algorithm Whiteboard - RulePolicy

In the age of deep learning and transformers, rule-based systems can still be a great idea. In this video, we hope to demonstrate ...