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TensorFlow-2.x-Tutorials/深度学习与TensorFlow入门实战-源码和PPT
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Jackie Loong 9861a30828 Update 开发环境安装-极简版.pdf
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0-课程介绍
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lesson01-初见TensorFlow2.0
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lesson02-开发环境准备
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lesson03-回归问题
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lesson04-回归问题实战
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lesson05-手写数字问题
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lesson06-手写数字识别初体验
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lesson07-数据类型
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lesson08-创建Tensor
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lesson09-索引与切片
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lesson10-维度变换
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lesson11-Broadcasting
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lesson12-数学运算
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lesson13-前向传播（张量）-实战
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lesson14-合并与分割
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lesson15-数据统计
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lesson16-张量排序
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lesson17-填充与复制
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lesson18-数据限幅
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lesson19-高阶OP
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lesson20-数据加载
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lesson21-测试（张量）-实战
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lesson22-全连接层
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lesson23-输出方式
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lesson24-误差计算
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lesson25-梯度计算
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lesson26-优化方法
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lesson27-书写数字问题（层）-实战
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lesson28-可视化
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lesson30-Keras高层API
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lesson31-Keras模型保存与加载
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lesson32-Keras实战
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lesson33-过拟合与欠拟合
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lesson34-交叉验证
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lesson35-Regularization
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lesson36-动量与学习率
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lesson37-Early Stopping, Dropout
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lesson38-卷积神经网络
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lesson39-池化与采样
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lesson40-CIFAR与VGG实战
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lesson41-经典卷积网络
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lesson42-BatchNorm
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lesson43-ResNet
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lesson44-循环神经网络
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lesson45-RNN实战
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lesson46-LSTM
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lesson47-LSTM实战
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lesson48-AutoEncoders
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lesson49-VAE实战
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lesson50-GAN
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lesson51-WGAN实战
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lesson52-自定义数据集和迁移学习
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lesson53-YOLO目标检测
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lesson选看-人工智能发展史
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Readme.md
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Readme.md

深度学习与TensorFlow2入门实战

安装命令

请先安装Anaconda, CUDA 10.0, cuDNN。

pip install -U tensorflow-gpu numpy matplotlib pillow pandas -i https://pypi.tuna.tsinghua.edu.cn/simple

课程链接

视频教程链接：深度学习与TensorFlow2入门实战