Media Summary: What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ... In this video, we will discuss some technical details that are in the UnexpecTEDIntentPolicy. The UnexpecTEDIntentPolicy really is ... 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 Finding Unexpected - Detailed Analysis & Overview

What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ... In this video, we will discuss some technical details that are in the UnexpecTEDIntentPolicy. The UnexpecTEDIntentPolicy really is ... This is the second video on attention mechanisms. In the previous video we introduced self attention and in this video we're going ... When you're uncertain about a prediction it's probably best not to immediately automate it. In this video, we'll discuss a fallback ... In this video, we will explore pre-trained spaCy models and use them to detect names. These pre-trained models are great, but ... 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 previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ... Bad labels make your benchmarks unreliable, so how might we find some? In this video, we'll try out one trick and we'll see if it ... Sometimes you can change the intent labels to get a more accurate model. In this video, we will explore how to do this with a ... Instead of debugging a model, it might be *much* more effective to consider debugging your data. In this video, we'll discuss ... In the previous video on bias, we showed that you should be careful with debiasing techniques. In this video, we zoom in on why ... 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 ...

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Rasa Algorithm Whiteboard - Finding Unexpected Intents
Rasa Algorithm Whiteboard - UnexpecTED Intent Policy
Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details
Rasa Algorithm Whiteboard - Transformers & Attention 2: Keys, Values, Queries
Rasa Algorithm Whiteboard - Fallback Detection
Rasa Algorithm Whiteboard - Detecting Names
Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems
Rasa Algorithm Whiteboard: Debiasing via Projections Doesn't Always Work
Rasa Algorithm Whiteboard - Bad Label Detection
Rasa Algorithm Whiteboard - Splitting Intent Classes
Rasa Algorithm Whiteboard - Iterate on Data
Rasa Algorithm Whiteboard - The Maths Behind De-Biasing in Word Embeddings
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Rasa Algorithm Whiteboard - Finding Unexpected Intents

Rasa Algorithm Whiteboard - Finding Unexpected Intents

In this video, we'll try to find

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 - 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 - 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 - 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 ...

Rasa Algorithm Whiteboard - Detecting Names

Rasa Algorithm Whiteboard - Detecting Names

In this video, we will explore pre-trained spaCy models and use them to detect names. These pre-trained models are great, but ...

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: 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 - Bad Label Detection

Rasa Algorithm Whiteboard - Bad Label Detection

Bad labels make your benchmarks unreliable, so how might we find some? In this video, we'll try out one trick and we'll see if it ...

Rasa Algorithm Whiteboard - Splitting Intent Classes

Rasa Algorithm Whiteboard - Splitting Intent Classes

Sometimes you can change the intent labels to get a more accurate model. In this video, we will explore how to do this with 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 - 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 - 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 ...