Media Summary: This video is a bit ... different. We'll be exploring a trick that sounds like it might work, but we can only confirm it by receiving ... 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 ... We're starting a new playlist! Introducing the

Rasa Algorithm Whiteboard Transliteration - Detailed Analysis & Overview

This video is a bit ... different. We'll be exploring a trick that sounds like it might work, but we can only confirm it by receiving ... 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 ... We're starting a new playlist! Introducing the 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 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 second video on attention mechanisms. 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. It'd be a shame to have to retrain from scratch every single ... In this video, we will discuss some technical details that are in the UnexpecTEDIntentPolicy. The UnexpecTEDIntentPolicy really is ... Typos are a common issue for NLU models. There are some tweaks you might do to your pipeline to combat them, but maybe it ... This is the fourth and final video on attention mechanisms. In the previous video we introduced multiheaded keys, queries and ... You might have heard about the `king - man + woman = queen` analogy. In this video we'll dive into the phenomenon of ... Many pre-trained language models work on a single language. But in the conversational setting, we're usually dealing with a mix ...

In the age of deep learning and transformers, rule-based systems can still be a great idea. In this video, we hope to demonstrate ... When you're uncertain about a prediction it's probably best not to immediately automate it. In this video, we'll discuss a fallback ... 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 ... 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 ... This video explains the separate parts of the DIET architecture and how they are combined into an architecture that is useful in a ...

Photo Gallery

Rasa Algorithm Whiteboard - Transliteration
Rasa Algorithm Whiteboard - Translation Issues
Rasa Algorithm Whiteboard - Language Detection
Introducing The Algorithm Whiteboard
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
Rasa Algorithm Whiteboard - Transformers & Attention 2: Keys, Values, Queries
Rasa Algorithm Whiteboard - Incremental Training
Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details
Rasa Algorithm Whiteboard - Typo Robustness
Rasa Algorithm Whiteboard: Transformers & Attention 4 - Transformers
Rasa Algorithm Whiteboard - Word Analogies don't Hold in General
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