Topic Brief: 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.

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Topic Useful Details

This video explains the separate parts of the DIET architecture and how they are combined into an architecture that is useful in a ... Instead of debugging a model, it might be *much* more effective to consider debugging your data. In the age of deep learning and transformers, rule-based systems can still be a great idea.

Important Reminders

In the age of deep learning and transformers, rule-based systems can still be a great idea. In the previous video we introduced self attention and in this video we're going ...

Reference Practical Overview

In the previous video, we've started measuring bias in word embeddings. In the previous video on bias, we showed that you should be careful with debiasing techniques. When you iterate on your data, you also want to iterate on your model.

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  • In the age of deep learning and transformers, rule-based systems can still be a great idea.
  • Instead of debugging a model, it might be *much* more effective to consider debugging your data.
  • 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 previous video on bias, we showed that you should be careful with debiasing techniques.
  • In the previous video we introduced self attention and in this video we're going ...
  • When you iterate on your data, you also want to iterate on your model.

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Reference Image Set

Rasa Algorithm Whiteboard - Incremental Training
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - Transformers & Attention 2: Keys, Values, Queries
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
Rasa Algorithm Whiteboard - Diet Architecture 1: How it Works
Rasa Algorithm Whiteboard - Iterate on Data
Rasa Algorithm Whiteboard: Transformers & Attention 4 - Transformers
Rasa Algorithm Whiteboard - RulePolicy
Rasa Algorithm Whiteboard - The Maths Behind De-Biasing in Word Embeddings
Rasa Algorithm Whiteboard - Response Selection: Implementation
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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 - 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 - Transformers & Attention 2: Keys, Values, Queries

Rasa Algorithm Whiteboard - Transformers & Attention 2: Keys, Values, Queries

This is the second video on attention mechanisms. In the previous video we introduced self attention and in this video we're going ...

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 - 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 - Iterate on Data

Rasa Algorithm Whiteboard - Iterate on Data

Instead of debugging a model, it might be *much* more effective to consider debugging your data. In this video, we'll discuss ...

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 - 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 - The Maths Behind De-Biasing in Word Embeddings

Rasa Algorithm Whiteboard - The Maths Behind De-Biasing in Word Embeddings

In the previous video on bias, we showed that you should be careful with debiasing techniques. In this video, we zoom in on why ...

Rasa Algorithm Whiteboard - Response Selection: Implementation

Rasa Algorithm Whiteboard - Response Selection: Implementation

Read more details and related context about Rasa Algorithm Whiteboard - Response Selection: Implementation.