Pytorch实现: VAE本文前置知识: VAE基本原理: 详见变分自编码器入门. Pytorch实现: VAE本文是VAE的Pytorch版本实现, 并在末尾做了VAE的生成可视化. 本文的代码已经放到了Colab上, 打开设置GPU就可以复现(需要科学上2021-07-10 深度学习VAE Pytorch Introduction: Variational Auto - EncoderIntroduction: Variational Auto - Encoder变分自动编码器(VAE, Variational Auto - Encoder)是一种基于自编码器结构的深度生成模型. 本文对VAE更深层次的数学原理没有探讨,2021-07-09 深度学习VAE 知识蒸馏: Distilling the Knowledge in a Neural NetworkDistilling the Knowledge in a Neural Network本文是论文Distilling the Knowledge in a Neural Network的阅读笔记和个人理解. Basic Idea现有机器学2021-07-03 深度学习KD ALBERT: A Lite BERT for Self-supervised Learning of Language Representations本文前置知识: BERT: 详见ELMo, GPT, BERT. ALBERT: A Lite BERT for Self-supervised Learning of Language Representations本文是论文AL2021-06-29 深度学习NLP BERT UniLM: Unified Language Model Pre-training for Natural Language Understanding and Generation本文前置知识: BERT: 详见ELMo, GPT, BERT. UniLM: Unified Language Model Pre-training for Natural Language Understanding and G2021-06-18 深度学习NLP BERT MASS: Masked Sequence to Sequence Pre - training for Language Generation本文前置知识; BERT: 详见ELMo, GPT, BERT. Transformer: 详见Transformer精讲. MASS: Masked Sequence to Sequence Pre-training for La2021-06-08 深度学习NLP BERT SpanBERT: Improving Pre-training by Representing and Predicting Spans本文前置知识: BERT: 详见ELMo, GPT, BERT. SpanBERT: Improving Pre-training by Representing and Predicting Spans本文是论文SpanBERT:2021-05-13 深度学习NLP BERT StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding本文前置知识: BERT: 详见ELMo, GPT, BERT. StructBERT: Incorporating Language Structures into Pre-training for Deep Language U2021-05-04 深度学习NLP BART和mBART本文前置知识: Transformer: 详见Transformer精讲. BERT, GPT: 详见ELMo, GPT, BERT. BART和mBART本文是如下论文的阅读笔记和个人理解: BART: Denoising2021-04-26 深度学习NLP GAKE: Graph Aware Knowledge EmbeddingGAKE: Graph Aware Knowledge Embedding本文是论文GAKE: Graph Aware Knowledge Embedding的阅读笔记和个人理解. Basic Idea在现有的KGE方法中, 都是基于三元组2021-04-18 知识图谱KGE HAKE: Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction本文前置知识: RotatE: 详见RotatE: Relational Rotation in Complex Vector Space Learning Hierarchy-Aware Knowledge Graph Embed2021-04-11 知识图谱KGE ReInceptionE: Relation-Aware Inception Network with Joint Local-Global Structural Information for KGEReInceptionE: Relation-Aware Inception Network with Joint Local-Global Structural Information for KGE本文是论文ReInceptionE:2021-04-10 知识图谱KGE GNN CNN