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Deep Learning & Machine Learning

Intuitively Understanding Deep Learning Transformers

Understand the working of Deep Learning Transformer in a pictorial way

(5.0) 5 reviews

37 learners

  • nocope
3시간 만에 완강할 수 있는 강의 ⏰
개념정리
딥러닝입문
Deep Learning(DL)
transformer
attention-model

What you will learn!

  • Transformer working principle

  • Understanding Self-Attention

  • Simple RNN Principle

  • GPT2 Fine-tuning

This course is provided as a membership on YouTube .

This course is part of the Codeless Programming Channel
From the Transformers Playlist
Some courses are available through membership.

If you would like to take advantage of the lecture's lifetime storage and learning features (class notes), please register for the course at Inflearn.

Lecture Features 📝

Understand the precise operating principles of RNN, transformer, attention, and GPT intuitively through illustrations.



Sample lecture

Attention lecture capture

Curriculum 📚

RNN Basics and Applications

Learn systematically from the basic concepts of recurrent neural networks (RNNs) to practical applications.

  • Understanding the basic structure and operating principles of RNNs

  • Real-world RNN implementation and application to classification problems

  • Building a text generation model based on RNNs

  • Practical Applications of RNNs in Machine Translation

Understanding Transformer Architecture

We will delve into the structure of transformers, the core of modern natural language processing:

  • Principles and Applications of Word Embedding

  • Understanding Self-Attention and Multi-Head Attention

  • Encoder-decoder structure of transformer

GPT model implementation and utilization

Master how to implement and utilize real-world GPT models:

  • Deepening Understanding of Mask Self-Attention

  • Implementing a character-level GPT model

  • GPT-2 model fine-tuning practice

Course Review 💬


Recommended for
these people

Who is this course right for?

  • For those who want to understand Transformers

  • For those who want to understand self-attention

Need to know before starting?

  • Deep Learning Basics

Hello
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37

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5

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5.0

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17 lectures ∙ (2hr 3min)

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            $41.80

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