Media Summary: This video is the second version of an original video. The content of the original video still holds true, but we decided to change ... In the previous video, we've started measuring bias in word embeddings. In this video, we will attempt to remove some of this bias ... 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 Model Confidence - Detailed Analysis & Overview

This video is the second version of an original video. The content of the original video still holds true, but we decided to change ... In the previous video, we've started measuring bias in word embeddings. In this video, we will attempt to remove some of this bias ... 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 ... 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 discuss some technical details that are in the UnexpecTEDIntentPolicy. The UnexpecTEDIntentPolicy really is ... In the age of deep learning and transformers, rule-based systems can still be a great idea. In this video, we hope to demonstrate ...

In the previous video on bias, we showed that you should be careful with debiasing techniques. In this video, we zoom in on why ... We're starting a new playlist! Introducing the 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 this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. The way the response selector is implemented in It turns out that you can drop a lot of weights from your neural network without seeing a drastic effect on accuracy. In this video ...

It's easy to get distracted when you go down the rabbit hole of performance statistics. But! Not every impressive benchmark is ... In the previous videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ... What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ... This is the fourth and final video on attention mechanisms. In the previous video we introduced multiheaded keys, queries and ... Detecting personally identifiable information from text is typically a NER problem. It's an important problem, especially when ... In this video we'll highlight the main points of the starspace paper. It's an influencial piece of work and here at

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 ...

Photo Gallery

Rasa Algorithm Whiteboard - Model Confidence v2
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - Fallback Detection
Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details
Rasa Algorithm Whiteboard - RulePolicy
Rasa Algorithm Whiteboard - Language Agnostic BERT
Rasa Algorithm Whiteboard - The Maths Behind De-Biasing in Word Embeddings
Introducing The Algorithm Whiteboard
Rasa Algorithm Whiteboard - Language Detection
Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems
Rasa Algorithm Whiteboard - Response Selection: Implementation
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Rasa Algorithm Whiteboard - Model Confidence v2

Rasa Algorithm Whiteboard - Model Confidence v2

This video is the second version of an original video. The content of the original video still holds true, but we decided to change ...

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 ...

Sponsored
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 - 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 - 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 ...

Sponsored
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 - Language Agnostic BERT

Rasa Algorithm Whiteboard - Language Agnostic BERT

Many pre-trained language

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 ...

Introducing The Algorithm Whiteboard

Introducing The Algorithm Whiteboard

We're starting a new playlist! Introducing the

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 ...

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 - Response Selection: Implementation

Rasa Algorithm Whiteboard - Response Selection: Implementation

The way the response selector is implemented in

Rasa Algorithm Whiteboard - Sparsity

Rasa Algorithm Whiteboard - Sparsity

It turns out that you can drop a lot of weights from your neural network without seeing a drastic effect on accuracy. In this video ...

Rasa Algorithm Whiteboard - Meaningful Benchmarks

Rasa Algorithm Whiteboard - Meaningful Benchmarks

It's easy to get distracted when you go down the rabbit hole of performance statistics. But! Not every impressive benchmark is ...

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 - 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: 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 - NER for Personal Indentifiable Information is Hard

Rasa Algorithm Whiteboard - NER for Personal Indentifiable Information is Hard

Detecting personally identifiable information from text is typically a NER problem. It's an important problem, especially when ...

Rasa Algorithm Whiteboard - StarSpace

Rasa Algorithm Whiteboard - StarSpace

In this video we'll highlight the main points of the starspace paper. It's an influencial piece of work and here at

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 ...

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