Page Snapshot: When you iterate on your data, you also want to iterate on your model. In the previous video, we've started measuring bias in word embeddings.

Rasa Algorithm Whiteboard Starspace - Overview What It Connects To

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Overview What It Connects To

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

Starter Guide

In the previous video, we've started measuring bias in word embeddings. When you iterate on your data, you also want to iterate on your model. In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ...

Common Details

In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ... This video explains the separate parts of the DIET architecture and how they are combined into an architecture that is useful in a ...

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Quick reference points

  • When you iterate on your data, you also want to iterate on your model.
  • In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ...
  • 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.
  • This video explains the separate parts of the DIET architecture and how they are combined into an architecture that is useful in a ...
  • In the age of deep learning and transformers, rule-based systems can still be a great idea.

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Visual Context Gallery

Rasa Algorithm Whiteboard - StarSpace
Introducing The Algorithm Whiteboard
Rasa Algorithm Whiteboard: Transformers & Attention 4 - Transformers
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - Diet Architecture 1: How it Works
Rasa Algorithm Whiteboard - RulePolicy
Rasa Algorithm Whiteboard - Incremental Training
Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
Rasa Algorithm Whiteboard: Debiasing via Projections Doesn't Always Work
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Rasa Algorithm Whiteboard - StarSpace

Rasa Algorithm Whiteboard - StarSpace

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

Introducing The Algorithm Whiteboard

Introducing The Algorithm Whiteboard

Read more details and related context about Introducing The Algorithm Whiteboard.

Rasa Algorithm Whiteboard: Transformers & Attention 4 - Transformers

Rasa Algorithm Whiteboard: Transformers & Attention 4 - Transformers

This is the fourth and final video on attention mechanisms. In the previous video we introduced multiheaded keys, queries and ...

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 - Diet Architecture 1: How it Works

Rasa Algorithm Whiteboard - Diet Architecture 1: How it Works

This video explains the separate parts of the DIET architecture and how they are combined into an architecture that is useful in a ...

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 ...

Rasa Algorithm Whiteboard - Incremental Training

Rasa Algorithm Whiteboard - Incremental Training

When you iterate on your data, you also want to iterate on your model. It'd be a shame to have to retrain from scratch every single ...

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 - 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 ...