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machine_learning's Introduction

Machine_Learning

人工智能学习相关

消除与人相关的重复的有规律可循的工作,节约人力成本。

可以实现的项目(一个一个实现):

人脸检测项目
(其他物种的检测)
人脸识别项目
(其他物种的识别)
练练看智能消除辅助项目
人流量检测项目
车流量检测项目

学习方式:

人工智能中有很多概念,首先要明确概念
也有很多公式推导,记住公式存在的目的
之后会达到一个感觉模型随便搭,结构随便改写,数据集随便做,等等感觉不过如此的感觉(目光所及之处及是围墙)
有了上述感觉后就去创建自己的项目,在项目中重新领悟理论知识,增强实践能力
然后等不过如此的感觉过去了,心态平稳了,就去重新看论文,看前人的著作,开始参加竞赛
结交志同道合的小伙伴交流**和心得以获得不同思维的结果
最后通过了竞赛也获得了自身和别人的认可,就可以着手把知识输出给需要的人了

路线

机器学习

KNN
KMeans
线性回归
逻辑回归
决策树
SVM支持向量机
Adaboost** XGBoost LightGBM

Deep_learning

感知机
反向传播
全连接网络
深度学习优化方法
CNN(AlexNet,VGG,ResNet,等)
DL+CV(Yolo,RCNN,mask-Rcnn等)
RNN
LSTM
DL+NLP(transformer,等)
GAN(cycle GAN)
NCNN
MTCNN

涉及到的第三方库

框架:

tensorflow,keras
caffe
pytorch

常用库

sklearn
opencv
matplotlib
numpy
pandas
argpase

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