wangwenkai40
when I am 40, I will be good at data science with tensorflow and pytorch.
tensorflow
30天吃掉tensorflow
https://www.heywhale.com/home/column/5d8ef3c3037db3002d3aa3a0
https://www.bookstack.cn/read/eat_tensorflow2_in_30_days-zh/README.md
!git clone https://github.com/Amberlan1001/eat_tensorflow2_in_30_days_ipynb.git
!git clone https://github.com/lyhue1991/eat_tensorflow2_in_30_days.git
https://www.bookstack.cn/read/eat_tensorflow2_in_30_days-zh/README.md
1-1-[结构数据分类]-[csv导入数据集]-[泰坦尼克]-[高阶API]
1-2-[图像数据分类]-[图片文件夹导入数据集]-[cifar二分类]-[高阶API]
1-3-[文本数据分类]-[csv导入数据集]-[imdb电影评论情绪]-[高阶API]-[手写model训练]
1-4-[时间序列数据]-[新冠肺炎预测]-[csv导入数据集]-[手写model训练]
2-1-[张量]-[常量constant]-[变量variable]
2-2-[计算图]-[1.0静态]-[2.0动态eager]-[Autograph@tf.function]
2-3-[自动微分]-[函数求导]-[GradientTape.gradient]-[求极值]
3-1-1-[低阶API]-[手写model训练]-[线性回归]-[直线拟合]-[扩展曲线拟合]
3-1-2-[低阶API]-[手写model训练]-[平面坐标点]-[二分类]-[扩展多分类]
3-2-[中阶API]-[直线拟合]-[坐标二分类]
3-3-[高阶API]-[直线拟合]-[坐标二分类]
低阶API-[张量]-[自动求导GradientTape]-[Autograph]
中阶API-[构建数据集]-[激活函数]-[模型]-[层]-[损失函数]-[评估指标]-[优化器]-[回调函数]
高阶API-[Sequential]-[Model]-[fit]-[train_on_batch]-[循环]
!git clone https://github.com/czy36mengfei/tensorflow2_tutorials_chinese.git
https://github.com/tensorflow/tensorflow.git
https://tensorflow.google.cn/
面向初学者的快速入门-[高阶API]-[mnist]-[keras Sequential]
面向专家的快速入门-[高阶API]-[手写model训练]-[mnist]-[keras Model]
初级-[Keras机器学习基础知识]-[基本图像分类]-[fashion mnist]
初级-[加载和预处理数据]-[图像]-[文件夹加载]-[data.Dataset.from_tensor_slices]
高级-[图像]-[卷积神经网络]-[cifar10]
高级-[图像]-[图像分类]-[文件夹加载]-[keras.preprocessing.image_dataset_from_directory]
高级-[图像]-[高级网络]-[迁移学习]-[fine tune]-[keras.applications.MobileNetV2]
高级-[图像]-[数据增强]-[花朵数据集]-[layers.experimental.preprocessing]-[tf.image]
高级-[图像]-[图像分割]-[U Net]-[宠物数据集OxFord Pet]-[keras.applications.MobileNetV2]
高级-[图像]-[目标检测]-[tfhub]
图像分割 FCN U-Net
https://github.com/fengshilin/tf2.0-FCN
https://blog.csdn.net/qq_37978800/article/details/110212883
https://www.cnblogs.com/gemoumou/p/14186258.html
https://github.com/tensorflow/examples.git
pytorch
20天吃掉pytorch
https://www.heywhale.com/home/column/5f2ac5d8af3980002cb1bc08
https://pytorch.org/
Kaggle快速入门-[mnist]-[fashion mnist]-[cifar10]-[cnn]
https://github.com/kuangliu/pytorch-cifar
https://github.com/milesial/Pytorch-UNet
https://github.com/eriklindernoren/PyTorch-YOLOv3
https://github.com/ultralytics/yolov3
https://github.com/ultralytics/yolov5
https://github.com/Tianxiaomo/pytorch-YOLOv4
https://github.com/ayooshkathuria/pytorch-yolo-v3
python
https://www.runoob.com/python3/python3-tutorial.html
https://www.w3cschool.cn/python3/
pandas
numpy
matplotlib
https://matplotlib.org/
opencv
https://opencv.org/
https://www.cnblogs.com/silence-cho/p/10926248.html
https://docs.opencv.org/3.4/d6/d00/tutorial_py_root.html
SSD
https://github.com/lufficc/SSD.git
https://github.com/balancap/SSD-Tensorflow.git
https://github.com/pierluigiferrari/ssd_keras.git
https://github.com/amdegroot/ssd.pytorch.git
https://github.com/chuanqi305/MobileNet-SSD.git
https://github.com/rykov8/ssd_keras.git
https://github.com/qfgaohao/pytorch-ssd.git
https://github.com/yatengLG/SSD-Pytorch.git
https://github.com/HiKapok/SSD.TensorFlow.git
https://github.com/georgesung/ssd_tensorflow_traffic_sign_detection.git
https://github.com/bubbliiiing/ssd-pytorch.git
https://github.com/ljanyst/ssd-tensorflow.git
RCNN
https://github.com/matterport/Mask_RCNN.git
https://github.com/CharlesShang/FastMaskRCNN.git
https://github.com/smallcorgi/Faster-RCNN_TF.git
https://github.com/jwyang/faster-rcnn.pytorch.git
https://github.com/rbgirshick/fast-rcnn.git
https://github.com/longcw/faster_rcnn_pytorch.git
https://github.com/endernewton/tf-faster-rcnn.git
https://github.com/ruotianluo/pytorch-faster-rcnn.git
https://github.com/multimodallearning/pytorch-mask-rcnn.git
https://github.com/broadinstitute/keras-rcnn.git
caffe
http://caffe.berkeleyvision.org/
https://github.com/BVLC/caffe
tiny dnn
https://github.com/tiny-dnn/tiny-dnn
