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preamble

Hello, everyone, I’m Light.

This column organizes “100 Examples of PyTorch Deep Learning Projects in Action”, which contains a variety of different deep learning projects, including the principles of the project as well as the source code, and each example of the project is accompanied by a complete code + dataset.

It’s being updated.

My project environment:

• Platform: Windows 10
• Language environment: python 3.7
• Compiler: PyCharm
• PyTorch version: 1.8.1

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Dataset download link

• PyTorch Deep Learning Project Hands-On 100 Example Dataset Download Link

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Project Links

serial number	Project name
1	Generating images using the ventromedial large model ERNIE-ViLG
2	Python+OpenCV+MediaPipe Gesture Recognition System
3	Python+OpenCV+MediaPipe Real-Time Crowd Detection
4	Implementing CAPTCHA Recognition with PyTorch
5	Implementing stock prediction analysis using pytorch long short-term memory network LSTM
6	LSTM automated AI poem composition using pytorch (hidden verse and first line continuation)
7	Text sentiment analysis using LSTM based on pytorch
8	Rumor detection using LSTM based on pytorch
9	Implementing the news article classification task using LSTM based on pytorch
10	Implementation of text matching task using LSTM based on pytorch
11	Time series forecasting of weather variability using GRU
12	Transfer learning clothing classification based on vgg16
13	Implementation of discriminative mnist handwritten dataset based on Inception v2
14	Realization of Spring Festival Couplet Upper Couplet to Lower Couplet Based on LSTM
15	Sentiment analysis of twitter data based on bag-of-words model for word-level ngrams
16	Handwritten Digit Image Recognition Based on CNN Convolutional Neural Networks
17	Building an LSTM model based on PyTorch for wind speed time series prediction
18	Building an RNN model based on PyTorch for wind speed time series prediction
19	PCA downscaling: a simple face recognition model
20	Clustering algorithms for dimensionality reduction, vector quantization applications of KMeans (image compression)
21	Building an MLP(ANN) model based on PyTorch for wind speed time series prediction
22	Building LSTM+CNN model based on PyTorch for wind speed time series prediction
23	Implementation of insect classification task based on ResNet18
24	Building a CNN (one-dimensional convolutional Conv1D) model based on PyTorch for wind speed time series prediction
25	Building an LSTM+Attention model based on PyTorch for wind speed time series prediction
26	Realization of microbial image classification based on bidirectional BiLSTM
27	Realization of microblog hot news classification based on RNN
28	BiGRU-based short-term electricity load forecasting methodology
29	UNet-based image segmentation of DRIVE retina
30	Segmentation of ultrasound images of hemangioma based on UNet
31	Realization of monkeypox virus recognition task based on ResNet101
32	Realization of Herbal Medicine Recognition Task Based on ShuffleNet
33	One-click couplet generation using the Wenshin Grand Model ERNIE-GEN-COUPLET
34	Generating Miyazaki Style Anime Photos Based on AnimeGAN Modeling
35	Time series prediction of weather changes based on LSTM + self-attention mechanism (self-attention)
36	Sentiment analysis of twitter data based on Self-Attention mechanism.
37	Massive News Text Clustering Based on TF-IDF and KMeans
38	Time series forecasting of weather changes based on one-dimensional convolutional Conv1D
39	Implementation of bird recognition task based on GoogLeNet
40	Text Sentiment Classification of E-commerce Review Data Based on One-Dimensional Convolutional Conv1D
41	Realization of 26 English letters recognition task based on DenseNet121
42	Transformer-based implementation of the movie review star rating classification task
43	Twitter Text Metaphorical Binary Classification Based on Transformer
44	CNN-based NLP Text Classification for Coronavirus Tweets
45	Realization of NLP based on RNN+CNN to discriminate news authenticity
46	Face Facial Expression Recognition Based on MobileNetv3
47	MnasNet-based implementation of the garbage sorting task
48	100 sports classification based on Transformer
49	AlexNet-based implementation of Pokemon (Pokémon) classification task
50	Implementation of traffic sign classification task based on LeNet5
51	Multi-objective Delicious Cake Image Classification Based on ResNet50
52	Recognizing Seven Dragon Ball Super Saiyans based on ViT (Vision_Transformer)
53	AutoEncoder-based image noise reduction in practice
54	Classification of 3D stereoscopic MNIST datasets based on Conv3D
55	Speech recognition of cat and dog barking based on one-dimensional convolutional Conv1D
56	LSTM-based audio recognition of musical instrument sounds
57	RNN-based Spam Recognition
58	Implementation of Ultraman Recognition Based on Pyramid Vision Transformer (PVT-v2)
59	CNN-based realization of 3D MNIST digit recognition
60	Chinese handwriting character recognition based on CNN convolutional neural network
61	Training word vectors based on the word2vec (CBOW) approach
62	CNN-based realization of calligraphic font style recognition task
63	CNN-based implementation of video action classification task
64	Based on MediaPipe to realize face five senses localization detection
65	Recognize train ticket information based on PaddleOCR
66	MFCC-based classification of GTZAN music genres
67	Implementing Personality Indicator based on Transformer
68	8 lines of code to realize the verification code recognition
69	Coffee bean image classification using 1*1 convolution
70	Pytorch Multi-Output Prediction for Time Series Power Data
71	Pytorch-based Speech Emotion Recognition System
72	Pytorch-based Chinese problem similarity in practice
73	Gesture Recognition Based on CNN Convolutional Neural Networks
74	Generating anime character images based on GAN (Generative Adversarial Network)
75	Van Gogh image style migration based on vgg19
76	Used car price prediction based on Embedding + LSTM + CNN
77	Implementation of Sentiment Analysis Task Based on TextCNN
78	Implementing a Sentiment Binary Classification Task Based on FastText
79	Realization of e-commerce sentiment analysis task based on DPCNN
80	Implementing an e-commerce sentiment multi-categorization task based on Pytorch+Bert
81	Realization of Chinese short text categorization task based on ERNIE2.0 text-centered big model
82	Realization of Chinese Short Text Classification Task Based on Flying Plasma ERNIE3.0 10 Billion Large Model
83	TextRNN-based implementation of short emotional text classification task
84	Realization of Chinese short text classification task based on TextRCNN
85	Realization of Chinese Text Classification Task Based on BiLSTM-Attention
86	Realization of Chinese Sentiment Classification Task Based on CharCNN
87	Realization of e-commerce sentiment multi-classification task based on Google’s pre-trained model XLNet
88	Realization of Chinese News Text Categorization Task Based on GPT2
89	Realization of Chinese Sentiment Classification Task Based on PyTorch+HAN
90	Realization of Chinese Sentiment Classification Task Based on PyTorch+Conv-GRNN & LSTM-GRNN
91	Text Classification for English Long Text Poetry Based on PyTorch+TextCNN
92	Demand Prediction for Shared Bicycles Based on PyTorch+LSTM
93	Realization of Weather Variables for Predicting Wind Speed Based on BiLSTM-Attention
94	Traffic flow prediction based on PyTorch+LSTM (time series analysis)
95	Semantic Similarity of English Text Based on Pytorch+CNN
96	Realization of Chinese Text Sentiment Classification Task Based on MultinomialNB Polynomial Bayesian Classifier
97	Implementation of rumor detection task based on PyTorch+CNN
98	Time Series Prediction of Weather Changes Based on PyTorch+Attention Attention Mechanisms
99	Short-term power load forecasting based on PyTorch+CNN one-dimensional convolution
100	Implementation of rumor detection system based on PyTorch+Transformer

Part of the data set and project realization ideas from the Internet, for reference only, if infringement, contact to delete