Media Summary: When you're uncertain about a prediction it's probably best not to immediately automate it. In this video, we'll discuss a 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 ... 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 Fallback Detection - Detailed Analysis & Overview

When you're uncertain about a prediction it's probably best not to immediately automate it. In this video, we'll discuss a 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 ... In the previous video, we've started measuring bias in word embeddings. In this video, we will attempt to remove some of this bias ... In the previous video on bias, we showed that you should be careful with debiasing techniques. In this video, we zoom in on why ... In the age of deep learning and transformers, rule-based systems can still be a great idea. In this video, we hope to demonstrate ... The way the response selector is implemented in

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 first video on attention mechanisms. We'll start with self attention and end with transformers. We're going at it step by ... 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 ... 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 ... In this video, we'll try to find unexpected intents using the brand new UnexpectedIntentPolicy. It helps to have seen the previous ...

In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ... Typos are a common issue for NLU models. There are some tweaks you might do to your pipeline to combat them, but maybe it ... Text translation is hard, especially when you've only gotten a small amount of data to work with. But still ... we may be interested in ... In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. When people refer to a Machine Learning backend, they typically call it a "pipeline". A pipeline is a nice mental concept, and ... This is the second video on attention mechanisms. In the previous video we introduced self attention and in this video we're going ...

Photo Gallery

Rasa Algorithm Whiteboard - Fallback Detection
Rasa Algorithm Whiteboard - Language Detection
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 - RulePolicy
Rasa Algorithm Whiteboard - Response Selection: Implementation
Rasa Algorithm Whiteboard - UnexpecTED Intent Policy
Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - Understanding Word Embeddings 4: Whatlies
Rasa Algorithm Whiteboard - Bad Label Detection
Rasa Algorithm Whiteboard - Finding Unexpected Intents
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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

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 ...

Sponsored
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 - 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 ...

Sponsored
Rasa Algorithm Whiteboard - Response Selection: Implementation

Rasa Algorithm Whiteboard - Response Selection: Implementation

The way the response selector is implemented in

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 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 - 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 - 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 - Finding Unexpected Intents

Rasa Algorithm Whiteboard - Finding Unexpected Intents

In this video, we'll try to find unexpected intents using the brand new UnexpectedIntentPolicy. It helps to have seen the previous ...

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 - 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 - Translation Issues

Rasa Algorithm Whiteboard - Translation Issues

Text translation is hard, especially when you've only gotten a small amount of data to work with. But still ... we may be interested in ...

Rasa Algorithm Whiteboard - Toxic Language Detection

Rasa Algorithm Whiteboard - Toxic Language Detection

Toxic Language

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 - Graphs as a Backend

Rasa Algorithm Whiteboard - Graphs as a Backend

When people refer to a Machine Learning backend, they typically call it a "pipeline". A pipeline is a nice mental concept, and ...

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 ...

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