Awesome Deep Learning Models
??Learning and reproducing classic deep learning models by using PyTorch.
??This repository is not a library, it's just some learning resource about catching the tricks of calssical models. You can get some details you need here.
倉庫地址：??https://github.com/JackHCC/Awesome-DL-Models??

簡介：

項目旨在針對深度學(xué)習(xí)一步一步入門學(xué)習(xí)算法。

機器學(xué)習(xí)模型：

• 監(jiān)督學(xué)習(xí)：感知機，KNN，樸素貝葉斯，決策樹，SVM，HMM，CRF等等
• 無監(jiān)督學(xué)習(xí)：聚類，SVD，PCA，LSA，PageRank等等

深度學(xué)習(xí)：

• 計算機視覺：經(jīng)典模型
• 自然語言處理：
  • CS224入門必備
  • 經(jīng)典模型復(fù)現(xiàn)
• 強化學(xué)習(xí)
• 圖神經(jīng)網(wǎng)絡(luò)

• ……

  
  

機器學(xué)習(xí)算法

Machine Learning Model

Statistical Learning Method

基于《統(tǒng)計學(xué)習(xí)方法》第二版-李航所有算法實現(xiàn)與筆記記錄

Supervised Learning

?? Note ??

• Perception
• KNN(K-Nearest Neighbor)
• Naive Bayes
• Decision Tree
• Logistic Regression and Maximum Entropy Model
• SVM(Support Vector Machine)
• Adaboost(Adaptive Boost)
• EM(Expectation Maximization)
• HMM(Hidden Markov Model)
• CRF(Conditional Random Field)

Unsupervised Learning

• K-Means
• SVD(Singular Value Decomposition)
• PCA(Principal Component Analysis)
• LSA(Latent Semantic Analysis)
• PLSA(Probabilistic Latent Semantic Analysis)
• MCMC(Markov Chain Monte Carlo Method)
• LDA(Latent Dirichlet Allocation)
• PageRank

計算機視覺

經(jīng)典網(wǎng)絡(luò)結(jié)構(gòu)實現(xiàn)：

Computer Vision

Classification

• LeNet: Including Basic Tutorial
• AlexNet
• VGGNet
• NiN
• GoogleNet
• ResNet
• DenseNet

Object Detection

• R-CNN
• Fast R-CNN
• R-FCN
• YOLO Series
• SSD
• FPN

Semantic Segmentation

• U-Net Series

Instance Segmentation

• Mask R-CNN

自然語言處理

包括經(jīng)典方法和斯坦福CS224課程筆記，論文和作業(yè)代碼
Natural Language Processing

Natural Language Processing

Lesson

• CS224N: Natural Language Processing 2022: ?? Note, Assignment, Code and Papers here.

Packet

• NLTK
• Gensim
• SentencePiece
• sacreBLEU

Recurrent Neural Network

• RNN
• GRU
• LSTM
• Bi-RNN
• Encoder-Decoder
• Seq2Seq

Embedding

• Word2Vec | Cbow | Skip-gram
• Glove
• FastText
• ELMo

Model

Transformer

• Attention
• Base_Transformer : Docx : Colab
• Bert
• GTP
• XLNet
• MT-DNN

Generative Adversarial Networks

Generative Adversarial Networks

• BasicGAN
• CycleGAN
• CD-GAN
• StyleGAN

Graph Convolution Network

Embedding

• DeepWalk
• LINE
• GraRep
• TADW
• Node2Vec
• GraphGAN
• Struct2Vec
• GraphWave

Model

• GNN
• GCN
• Fast GCN
• GraphSAGE
• GAT

項目持續(xù)更新中……
https://github.com/JackHCC/Awesome-DL-Models

?JackHCC