Media Summary: 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 ... In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. 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 Sparsity - Detailed Analysis & Overview

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 ... In this video, we'll highlight a qualitative argument of why you may not need to worry about pre-trained embeddings too much. 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 ... It's easy to get distracted when you go down the rabbit hole of performance statistics. But! Not every impressive benchmark is ... We're starting a new playlist! Introducing the What if we design a policy mechanism that doesn't predict the next action to take, but instead predicts when something ...

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 ... 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 ... 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 ... This is the third video on attention mechanisms. In the previous video we introduced keys, queries and values and in this video ... 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 videos, we've started measuring bias in word embedding and tried to counteract the bias with a linear algebra ...

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Rasa Algorithm Whiteboard - Sparsity
Rasa Algorithm Whiteboard - General Embeddings vs. Specific Problems
Rasa Algorithm Whiteboard - Transformers & Attention 1: Self Attention
Rasa Algorithm Whiteboard - Meaningful Benchmarks
Introducing The Algorithm Whiteboard
Rasa Algorithm Whiteboard - UnexpecTED Intent Policy
Rasa Algorithm Whiteboard - Splitting Intent Classes
Rasa Algorithm Whiteboard - UnexpecTEDIntentPolicy Details
Rasa Algorithm Whiteboard - RulePolicy
Rasa Algorithm Whiteboard - Incremental Training
Rasa Algorithm Whiteboard - Transformers & Attention 3: Multi Head Attention
Rasa Algorithm Whiteboard - Using Projections to Remove Bias from Word Embeddings
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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 - 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 - 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 - 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 ...

Introducing The Algorithm Whiteboard

Introducing The Algorithm Whiteboard

We're starting a new playlist! Introducing the

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 - 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 - 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 - 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 - 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 - Transformers & Attention 3: Multi Head Attention

Rasa Algorithm Whiteboard - Transformers & Attention 3: Multi Head Attention

This is the third video on attention mechanisms. In the previous video we introduced keys, queries and values and in this video ...

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: 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 ...