Topic Brief: In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ...

Rasa Algorithm Whiteboard Rulepolicy -

In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ... In the previous video on bias, we showed that you should be careful with debiasing techniques.

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  • In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much.
  • What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ...
  • In the previous video on bias, we showed that you should be careful with debiasing techniques.
  • In this video, we will discuss some technical details that are in the UnexpecTEDIntentPolicy.
  • In the age of deep learning and transformers, rule-based systems can still be a great idea.

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Image References

Rasa Algorithm Whiteboard - RulePolicy
Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details
Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
Rasa Algorithm Whiteboard - The Maths Behind De-Biasing in Word Embeddings
Rasa Algorithm Whiteboard - UnexpecTED Intent Policy
Rasa Algorithm Whiteboard - Typo Robustness
Rasa Algorithm Whiteboard - Understanding Word Embeddings 4: Whatlies
Rasa Algorithm Whiteboard - Incremental Training
Rasa Algorithm Whiteboard - Fallback Detection
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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 - UnexpecTEDIntentPolicy Details

Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details

In this video, we will discuss some technical details that are in the UnexpecTEDIntentPolicy. The UnexpecTEDIntentPolicy really is ...

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 - 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 - UnexpecTED Intent Policy

Rasa Algorithm Whiteboard - UnexpecTED Intent Policy

What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ...

Rasa Algorithm Whiteboard - Typo Robustness

Rasa Algorithm Whiteboard - Typo Robustness

Typos are a common issue for NLU models. There are some tweaks you might do to your pipeline to combat them, but maybe it ...

Rasa Algorithm Whiteboard - Understanding Word Embeddings 4: Whatlies

Rasa Algorithm Whiteboard - Understanding Word Embeddings 4: Whatlies

In this video we'd like to demonstrate an new tool that we've open-sourced. It's called "whatlies" and the goal of the package is to ...

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 - Fallback Detection

Rasa Algorithm Whiteboard - Fallback Detection

When you're uncertain about a prediction it's probably best not to immediately automate it. In this video, we'll discuss a fallback ...