陳縕儂_深度學習之NLP應用 - Cupoy

陳縕儂_深度學習之NLP應用

深度學習之理論基礎以及其在NLP領域之實際應用及效果。

• 深度學習

  • ADL Lecture 1.1: What is ML? 什麼是機器學習?

    Applied Deep Learning - Introduction 2020/03/03 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 1.2: What is DL? 什麼是深度學習?

    Applied Deep Learning - Introduction 2020/03/03 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 1.3: How to Apply? 如何應用深度學習?

    Applied Deep Learning - Introduction 2020/03/03 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 模型訓練

  • ADL Lecture 2.1: How to Train a Model? 如何訓練模型?

    Applied Deep Learning - Introduction 2020/03/10 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 2.2: What is Model? 什麼是模型?

    Applied Deep Learning - Introduction 2020/03/10 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 2.3: What does the "Good" Function Mean? 什麼叫做好的Function呢?

    Applied Deep Learning - Introduction 2020/03/10 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 2.4: How can we Pick the "Best" Function? 如何找出最好的Function?

    Applied Deep Learning - Introduction 2020/03/10 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 2.5: Backpropagation 效率地計算大量參數

    Applied Deep Learning - Neural Network Basics 2020/03/10 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• RNN

  • ADL Lecture 3.1: Word Representations

    Applied Deep Learning - Word Representations 2020/03/17 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 3.2: Language Modeling 語言模型

    Applied Deep Learning - Recurrent Neural Network 2020/03/17 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 3.3: Recurrent Neural Network 詳細解析

    Applied Deep Learning - Recurrent Neural Network 2020/03/17 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 3.4: RNN Applications RNN各式應用

    Applied Deep Learning - Recurrent Neural Network 2020/03/17 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 注意力機制

  • ADL Lecture 4.1: Attention Mechanism 注意力機制

    Applied Deep Learning - Attention Mechanism 2020/03/24 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 4.2: Attention Applications 注意力的各式應用

    Applied Deep Learning - Attention Mechanism 2020/03/24 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 詞向量

  • ADL Lecture 5.1: Word Representation Review 詞向量各式表示法

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.2: Word2Vec 詞向量

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.3: Word2Vec Training 如何訓練詞向量

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.4: Negative Sampling

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.5: Word2Vec Variants 各種訓練的變化方式

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.6: GloVe 詞向量

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.7: Word Vector Evaluation 如何評估詞向量的好壞

    Applied Deep Learning - Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.8: Contextualized Word Embeddings 前後文相關之詞向量

    Applied Deep Learning - Contextualized Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 5.9: ELMo 芝麻街家族之起源

    Applied Deep Learning - Contextualized Word Embeddings 2020/03/31 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 新注意力機制

  • ADL Lecture 6.1: Basic Attention 基本注意力模型複習

    Applied Deep Learning - Transformer 2020/04/07 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 6.2: Self Attention 新注意力機制

    Applied Deep Learning - Transformer 2020/04/07 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 6.3: Multi-Head Attention

    Applied Deep Learning - Transformer 2020/04/07 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 6.4: Transformer

    Applied Deep Learning - Transformer 2020/04/07 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 6.5: BERT 進擊的芝麻街巨人

    Applied Deep Learning - BERT 2020/04/07 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• BERT

  • ADL Lecture 7.1: Transformer-XL 處理超長輸入的變形金剛

    Applied Deep Learning - More BERT 2020/04/14 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 7.2: XLNet 兼顧AR及AE好處的模型

    Applied Deep Learning - More BERT 2020/04/14 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 7.3: RoBERTa, SpanBERT, XLM 簡單有用的改進方法

    Applied Deep Learning - More BERT 2020/04/14 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 7.4: ALBERT 如何讓BERT縮小卻依然好用呢

    Applied Deep Learning - More BERT 2020/04/14 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 強化學習

  • ADL Lecture 8.1: Deep Reinforcement Learning Introduction

    Applied Deep Learning - Deep Reinforcement Learning 2020/04/28 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 8.2: Markov Decision Process

    Applied Deep Learning - Deep Reinforcement Learning 2020/04/28 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 8.3: Reinforcement Learning

    Applied Deep Learning - Deep Reinforcement Learning 2020/04/28 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 8.4: Value-Based RL Approach

    Applied Deep Learning - Q-Learning 2020/04/28 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 8.5: Advanced DQN

    Applied Deep Learning - Q-Learning 2020/04/28 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 強化學習2

  • ADL Lecture 9.1: Policy Gradient

    Applied Deep Learning - Policy Gradient & Actor-Critic 2020/05/05 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 9.2: Actor Critic

    Applied Deep Learning - Policy Gradient & Actor-Critic 2020/05/05 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 自然語言生成

  • ADL Lecture 10.1: Natural Language Generation

    Applied Deep Learning - Natural Language Generation 2020/05/12 Lectured by Yun-Nung Vivian Chen @ NTU CSIE Slides credited by Chris Manning and Hung-Yi Lee

  • ADL Lecture 10.2: Decoding Algorithm

    Applied Deep Learning - Natural Language Generation 2020/05/12 Lectured by Yun-Nung Vivian Chen @ NTU CSIE Slides credited by Chris Manning and Hung-Yi Lee

  • ADL Lecture 10.3: NLG Evaluation

    Applied Deep Learning - Natural Language Generation 2020/05/12 Lectured by Yun-Nung Vivian Chen @ NTU CSIE Slides credited by Chris Manning and Hung-Yi Lee

  • ADL Lecture 10.4: RL for NLG

    Applied Deep Learning - Natural Language Generation 2020/05/12 Lectured by Yun-Nung Vivian Chen @ NTU CSIE Slides credited by Chris Manning and Hung-Yi Lee

• 非監督式學習

  • ADL Lecture 11.1: Unsupervised Learning Introduction

    Applied Deep Learning - Unsupervised Learning 2020/05/26 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 11.2: Autoencoder & Variational Autoencoder

    Applied Deep Learning - Unsupervised Learning 2020/05/26 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 11.3: Distant Supervision & Multi-Task Learning

    Applied Deep Learning - Unsupervised Learning 2020/05/26 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• AI對話

  • ADL Lecture 12.1: Conversational AI Introduction 對話AI簡介

    Applied Deep Learning - Towards Conversational AI 2020/06/02 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 12.2: Task-Oriented Dialogues 任務型對話

    Applied Deep Learning - Towards Conversational AI 2020/06/02 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

• 對話系統

  • ADL Lecture 13.1: Robustness 對話系統的強健性

    Applied Deep Learning - Robustness & Scalability 2020/06/16 Lectured by Yun-Nung Vivian Chen @ NTU CSIE

  • ADL Lecture 13.2: Scalability 對話系統的擴展性

    Applied Deep Learning - Robustness & Scalability 2020/06/16 Lectured by Yun-Nung Vivian Chen @ NTU CSIE