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Title: GitHub - fire717/Machine-Learning: 机器学习&深度学习资料笔记&基本算法实现&资源整理(ML / CV / NLP / DM...) · GitHub

Open Graph Title: GitHub - fire717/Machine-Learning: 机器学习&深度学习资料笔记&基本算法实现&资源整理(ML / CV / NLP / DM...)

X Title: GitHub - fire717/Machine-Learning: 机器学习&深度学习资料笔记&基本算法实现&资源整理(ML / CV / NLP / DM...)

Description: 机器学习&深度学习资料笔记&基本算法实现&资源整理(ML / CV / NLP / DM...). Contribute to fire717/Machine-Learning development by creating an account on GitHub.

Open Graph Description: 机器学习&深度学习资料笔记&基本算法实现&资源整理(ML / CV / NLP / DM...). Contribute to fire717/Machine-Learning development by creating an account on GitHub.

X Description: 机器学习&深度学习资料笔记&基本算法实现&资源整理(ML / CV / NLP / DM...). Contribute to fire717/Machine-Learning development by creating an account on GitHub.

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https://github.com/fire717/Machine-Learning#machine-learning
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线性回归https://github.com/fire717/Machine-Learning/blob/master/DIY/ex1_py_liner.ipynb
logistic回归https://github.com/fire717/Machine-Learning/blob/master/DIY/LR.ipynb
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决策树https://github.com/fire717/Machine-Learning/blob/master/DIY/DecisionTree.ipynb
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kNNhttps://github.com/fire717/Machine-Learning/blob/master/DIY/kNN.ipynb
朴素贝叶斯https://github.com/fire717/Machine-Learning/blob/master/DIY/NaiveBayes.ipynb
EMhttps://github.com/fire717/Machine-Learning/blob/master/DIY/EM.ipynb
HMMhttps://github.com/fire717/Machine-Learning/blob/master/DIY/HMM.ipynb
条件随机场https://github.com/fire717/Machine-Learning/blob/master/DIY/CRF.ipynb
kMeanshttps://github.com/fire717/Machine-Learning/blob/master/DIY/kMeans.ipynb
PCAhttps://github.com/fire717/Machine-Learning/blob/master/DIY/PCA.ipynb
ROC曲线&AUC值https://github.com/fire717/Machine-Learning/blob/master/DIY/ROC_AUC.ipynb
Stackinghttps://github.com/fire717/Machine-Learning/blob/master/DIY/Stacking.py
demohttps://github.com/fire717/Machine-Learning/blob/master/DIY/tryStacking.ipynb
计算IOUhttps://github.com/fire717/Machine-Learning/blob/master/DIY/IOU.py
https://github.com/fire717/Machine-Learning#1机器学习深度学习
Scikit-learnhttps://github.com/fire717/Machine-Learning/blob/master/Base/tools/scikit-learn
机器学习实战https://github.com/fire717/Machine-Learning/blob/master/Base/books/ML_in_action
机器学习/Andrew Nghttps://github.com/fire717/Machine-Learning/blob/master/Base/courses/coursera_ML
Kagglehttps://github.com/fire717/Machine-Learning/blob/master/Base/challenge/kaggle
Keras ★https://github.com/fire717/Machine-Learning/blob/master/Base/frameworks/keras
XGBoosthttps://github.com/fire717/Machine-Learning/blob/master/Base/tools/xgboost
集体智慧编程https://github.com/fire717/Machine-Learning/blob/master/Base/books/JTZHBC
Deep Learning/Andrew Nghttps://github.com/fire717/Machine-Learning/blob/master/Base/courses/DL_AndrewNg
天池https://github.com/fire717/Machine-Learning/blob/master/Base/challenge/tianchi
Tensorflowhttps://github.com/fire717/Machine-Learning/blob/master/Base/frameworks/tensorflow
LightGBMhttps://github.com/fire717/Machine-Learning/blob/master/Base/tools/lightgbm
Biendatahttps://github.com/fire717/Machine-Learning/blob/master/Base/challenge/biendata
PyTorch ★https://github.com/fire717/Machine-Learning/blob/master/Base/frameworks/pytorch
Sparkhttps://github.com/fire717/Machine-Learning/blob/master/Base/tools/spark
AI challengehttps://github.com/fire717/Machine-Learning/blob/master/Base/challenge/AIchallenge
Mxnethttps://github.com/fire717/Machine-Learning/blob/master/Base/frameworks/mxnet
DataFountainhttps://github.com/fire717/Machine-Learning/blob/master/Base/challenge/DataFountain
Caffehttps://github.com/fire717/Machine-Learning/blob/master/Base/frameworks/caffe
https://github.com/fire717/Machine-Learning#2自然语言处理
自然语言处理班 - 七月在线https://github.com/fire717/Machine-Learning/blob/master/Base/courses/qiyuezaixian
NLTKhttps://github.com/fire717/Machine-Learning/blob/master/NLP/tools/nltk
jiebahttps://github.com/fire717/Machine-Learning/blob/master/NLP/tools/jieba
gensimhttps://github.com/fire717/Machine-Learning/blob/master/NLP/tools/gensim
NLPIRhttps://github.com/fire717/Machine-Learning/blob/master/NLP/tools/NLPIR
word2vechttps://github.com/fire717/Machine-Learning/blob/master/NLP/tools/word2vec
LDAhttps://github.com/fire717/Machine-Learning/blob/master/NLP/tools/lda
介绍https://blog.csdn.net/qq_31584157/article/details/77709454
使用https://cloud.tencent.com/developer/article/1042161
社交网络语言rehttps://github.com/fire717/Machine-Learning/blob/master/NLP/codes/re.ipynb
funNLPhttps://github.com/fighting41love/funNLP
AI写诗https://github.com/jinfagang/tensorflow_poems
对话系统DeepQAhttps://github.com/Conchylicultor/DeepQA
Awesome-Chinese-NLPhttps://github.com/crownpku/Awesome-Chinese-NLP
NLP知识点整理>>https://github.com/fire717/Machine-Learning/blob/master/NLP/knowledge.md
https://github.com/fire717/Machine-Learning#3计算机视觉
https://github.com/fire717/Machine-Learning#常用代码
打乱数据集https://github.com/fire717/Python-Learner/blob/master/tools/numpy/tools/transformation_data.py
计算图像均值方差https://github.com/fire717/Python-Learner/blob/master/tools/numpy/tools/compute_imgs_mean_std.py
分类数据增强https://github.com/fire717/Python-Learner/blob/master/tools/OpenCV/dataAugmentation_classify.py
检测数据增强https://github.com/fire717/Python-Learner/blob/master/tools/OpenCV/dataAugmentation_objectdetect.py
生成VOC目录结构https://github.com/fire717/Machine-Learning/blob/master/CV/codes/makeVOCDirs.py
标签转xml写入https://github.com/fire717/Machine-Learning/blob/master/CV/codes/flickr_to_voc.py
coco txt转voc xmlhttps://github.com/fire717/Machine-Learning/blob/master/CV/codes/txt2xml.py
可视化VOC标签框https://github.com/fire717/Machine-Learning/blob/master/CV/codes/show_voc_box.py
更新训练验证txt图片名https://github.com/fire717/Machine-Learning/blob/master/CV/codes/updateTXT.py
VOC转csv格式https://github.com/fire717/Machine-Learning/blob/master/CV/codes/pascalVOC2csv.py
计算csv格式数据合适的anchorhttps://github.com/martinzlocha/anchor-optimization/
labelme标注的人体17点json转COCOhttps://github.com/fire717/Machine-Learning/blob/master/CV/codes/to_coco_person17.py
NMShttps://github.com/fire717/Machine-Learning/blob/master/CV/codes/nms.py
Mixuphttps://github.com/fire717/Machine-Learning/blob/master/CV/codes/simple_mixup.py
label_smoothinghttps://github.com/fire717/Machine-Learning/blob/master/CV/codes/label_smoothing.py
Weighted-Boxes-Fusion(NMS,WBF..)https://github.com/ZFTurbo/Weighted-Boxes-Fusion
mAP计算https://github.com/Cartucho/mAP
IOU计算https://github.com/fire717/Machine-Learning/blob/master/CV/codes/IOU.py
YOLO F1https://github.com/fire717/Machine-Learning/blob/master/DIY/yoloF1.py
https://github.com/fire717/Machine-Learning#其他
CS231n/Feifei Lihttps://github.com/fire717/Machine-Learning/blob/master/Base/courses/cs231n
chinese-ocr项目https://github.com/fire717/Machine-Learning/blob/master/CV/note/chineseocr-ctpn-densenet.md
《深度卷积网络:原理与实践》读书笔记https://github.com/fire717/Machine-Learning/blob/master/CV/note/DCNN_book_note.md
手写汉字识别调研https://github.com/fire717/Machine-Learning/blob/master/CV/note/handwrite_ocr_note.md
LeNet-5https://github.com/fire717/Machine-Learning/blob/master/CV/nets/lenet5
AlexNethttps://github.com/fire717/Machine-Learning/blob/master/cv/nets/alexnet
VGGNethttps://github.com/fire717/Machine-Learning/blob/master/CV/nets/vgg
EfficientNethttps://github.com/titu1994/keras-efficientnets
SSD(自己实现)https://github.com/fire717/Pytorch-SSD-And-Extension
EfficientDethttps://github.com/xuannianz/EfficientDet
谷歌bodypix(走通了tfjs转onnx转tnn安卓部署的流程,但是实时精度不高)https://github.com/google-coral/project-bodypix
HyperLPR车牌识别https://github.com/zeusees/HyperLPR
中文OCR1(YOLOv3+CRNN)https://github.com/chineseocr/chineseocr
中文OCR2(CTPN + DenseNet)https://github.com/YCG09/chinese_ocr
RFBNet(ECCV2018快速目标检测)https://github.com/ruinmessi/RFBNet
AlphaPose(人体姿态估计)https://github.com/MVIG-SJTU/AlphaPose
轻量级性别年龄分类模型https://github.com/deepinsight/insightface/tree/master/gender-age
图像风格迁移https://github.com/wenqiwenqi1/neural-style
超分辨率https://github.com/titu1994/Image-Super-Resolution
Mask_RCNN人体关键点、分割https://github.com/Superlee506/Mask_RCNN_Humanpose
人像卡通化https://github.com/minivision-ai/photo2cartoon
移动端人脸检测1:libfacehttps://github.com/ShiqiYu/libfacedetection
移动端人脸检测2:Ultra Facehttps://github.com/Linzaer/Ultra-Light-Fast-Generic-Face-Detector-1MB/blob/master/README_CN.md
人脸识别facenet-tf(2018)https://github.com/davidsandberg/facenet
人脸识别facenet-pth(2018)https://github.com/timesler/facenet-pytorch
AdaFace(2022)https://github.com/mk-minchul/AdaFace
人脸关键点pth版https://github.com/610265158/face_landmark_pytorch
CV知识点整理>>https://github.com/fire717/Machine-Learning/blob/master/CV/knowledge.md
https://github.com/fire717/Machine-Learning#4数据挖掘
特征工程https://github.com/fire717/Machine-Learning/blob/master/DM/note/FeatureEngneering.md
常见数学、机器学习知识点整理>>https://github.com/fire717/Machine-Learning/blob/master/DM/knowledge.md
https://github.com/fire717/Machine-Learning#5其他
资源索引https://github.com/fire717/Machine-Learning/blob/master/Others/infos
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