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Title: MVision/deepLearning at master · Mr-Ruo/MVision · GitHub

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Description: 机器人视觉 移动机器人 VS-SLAM ORB-SLAM2 深度学习目标检测 yolov3 行为检测 opencv PCL 机器学习 无人驾驶 - MVision/deepLearning at master · Mr-Ruo/MVision

Open Graph Description: 机器人视觉 移动机器人 VS-SLAM ORB-SLAM2 深度学习目标检测 yolov3 行为检测 opencv PCL 机器学习 无人驾驶 - Mr-Ruo/MVision

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gbrbm.pyhttps://github.com/Mr-Ruo/MVision/blob/master/deepLearning/gbrbm.py
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Deep Learning Tutorialshttp://www.deeplearning.net/tutorial/
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动手学深度学习 在线书籍 https://github.com/d2l-ai/d2l-zh
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#博客资源
深度学习(一)——MP(多层感知器)神经元模型, BP(反向传播)算法, 《机器学习》周志华著; 台湾大学李宏毅副教授的深度学习课程; Deep Learning书籍http://antkillerfarm.github.io/dl/2017/01/13/Deep_Learning.html
https://camo.githubusercontent.com/59c7019d44e873bb3a6479ed0d67a711eaa192d6b08cd21d2ac64867781390d8/687474703a2f2f616e746b696c6c65726661726d2e6769746875622e696f2f696d616765732f61727469636c652f4e657572616c5f4e6574776f726b732e706e67
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#1-神经网络的编程基础basics-of-neural-network-programming
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#11-二分类binary-classification
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#12-逻辑回归logistic-regression
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#13-逻辑回归的代价函数logistic-regression-cost-function
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#14-梯度下降gradient-descent
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#15-导数derivatives
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#16-计算图computation-graph
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#17-逻辑回归的梯度下降logistic-regression-gradient-descent
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#18-梯度下降的例子gradient-descent-on-m-examples
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#19-向量化vectorization
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#110-损失函数详解costloss-functionsoftmax-交叉熵-forc-loss
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#2-浅层神经网络shallow-neural-networks
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#21-计算一个神经网络的输出-computing-a-neural-networks-output
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#22-多样本向量化vectorizing-across-multiple-examples
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#23-激活函数activation-functions
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#24-神经网络的梯度下降gradient-descent-for-neural-networks
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#25-直观理解反向传播backpropagation-intuition
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#26-随机初始化randominitialization
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#27
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#2-深层神经网络deep-neural-networks
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#31-前向传播和反向传播forward-and-backward-propagation
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#32-深层网络中的前向和反向传播forward-propagation-in-a-deep-network
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#33-核对矩阵的维数getting-your-matrix-dimensions-right
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#34-参数vs超参数parameters-vs-hyperparameters
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#35-深度学习和大脑的关联性what-does-this-have-to-do-with-the-brain
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#3-改善深层神经网络超参数调试正则化以及优化
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#31-数据集-训练测试验证-均值方差
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#32-正则化-l1-l2-dropout-随机失活-正则化-regularization
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#33-标准化输入normalizing-inputs--bn-gn
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#34-梯度消失梯度爆炸vanishing--exploding-gradients
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#35-神经网络的权重初始化weight-initialization-for-deep-networksvanishing-exploding-gradients
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#36-梯度的数值逼近numerical-approximation-of-gradients-梯度检验gradient-checking
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#4-优化算法-optimization-algorithms
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#41-mini-batch-梯度下降mini-batch-gradient-descent
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#42-指数加权平均exponentially-weighted-averages
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#43-momentum梯度下降gradient-descent-with-momentum
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#44-rmsproproot-mean-square-proprmsprop
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#45-adam优化算法adam-optimization-algorithm
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#46-学习率衰减learning-rate-decay
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#47-局部最优问题the-problem-of-local-optima
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#5-卷积神经网络convolutional-neural-networks
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#51-卷积层-普通卷积-dw逐通道卷积-分组卷积
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#52-池化层-最大值池化--均值池化
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#53-全连接层
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#54-padding填充-步长stride
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#55-经典网络classic-networks
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#56-残差网络residual-networks-resnets
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#57-网络中的网络以及-11-卷积network-in-network-and-11-convolutions通道重排channelshuffle
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#58-inception--xception-resxt-densenet-dectnet-网络
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#59-特征金字塔-fpn
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#510-目标检测od-边框预测bbp-交并比iou-非极大值抑制nms-预设边框anchor-boxes
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https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#63-深度卷积网络学习-deep-convnets-learning
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#64-代价函数cost-function-内容代价函数content-cost-function-风格代价函数style-cost-function
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#65--一维到三维推广1d-and-3d-generalizations-of-models
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#7-序列模型sequence-models
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#71-循环神经网络模型-rnnrecurrent-neural-network-model
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#711-通过时间的反向传播backpropagation-through-time
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#712-不同类型的循环神经网络different-types-of-rnns
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#713-语言模型和序列生成language-model-and-sequence-generation
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#714-对新序列采样sampling-novel-sequences
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#715-循环神经网络的梯度消失vanishing-gradients-with-rnns
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#72-gru单元gated-recurrent-unitgru
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#73-长短期记忆lstmlong-short-term-memoryunit
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#74-双向循环神经网络bidirectional-rnn
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#75-深层循环神经网络deep-rnns
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#8-自然语言处理与词嵌入natural-language-processing-and-word-embeddings
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#80-语音识别的传统方法-hmm隐马尔可夫模型-gmm高斯混合模型
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#81-词汇表征word-representation
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#82-使用词嵌入using-word-embeddings-词嵌入的特性properties-of-word-embeddings-词嵌入除偏debiasing-word-embeddings
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#83-嵌入矩阵embedding-matrix
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#84-word2vec
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#85-负采样negative-sampling-glove-词向量glove-word-vectors
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#86-情绪分类sentiment-classification
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#87-集束搜索beam-search
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#88-注意力模型attention-model
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#89-语音识别speech-recognition
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#910-触发字检测trigger-word-detection
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#9-视频分析-人体行为识别
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#91-传统方法-视觉词袋模型bovw--fv高斯混合建模
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#92-双流模型
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#93-3d卷积模型
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#94-双流3d卷积
https://github.com/Mr-Ruo/MVision/tree/master/deepLearning#95-lstm模型
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