# AI

**Repository Path**: jinboom/AI

## Basic Information

- **Project Name**: AI
- **Description**: 人工智能视觉方向学习笔记整理
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-03-19
- **Last Updated**: 2021-03-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

## 深度学习（视觉方向）学习与面试资料整理
### 机器学习
- [统计学习方法概论](./ML/ML.md)
- [感知机](./ML/perceptron.md)
- [线性回归](./ML/liner_regression.md)
- [k近邻](./ML/knn.md)
- [决策树](./ML/decision_tree.md)
- [逻辑回归](./ML/LR.md)
- [k-means](./ML/k-means.md)

### 深度学习
- [基础理论](./DL/DL.md)
	- [激活函数](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0)
	- [Softmax](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#softmax)
	- [卷积](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E5%8D%B7%E7%A7%AF)
	- [深层网络](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E4%B8%BA%E4%BB%80%E4%B9%88%E4%BD%BF%E7%94%A8%E6%B7%B1%E5%B1%82%E8%A1%A8%E7%A4%BA)
	- [Batch_size](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#batch_size)
	- [归一化](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E5%BD%92%E4%B8%80%E5%8C%96)
	- [预训练与微调](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E9%A2%84%E8%AE%AD%E7%BB%83%E4%B8%8E%E5%BE%AE%E8%B0%83fine-tuning)
	- [学习率](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E5%AD%A6%E4%B9%A0%E7%8E%87)
	- [Dropout](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#dropout-%E7%B3%BB%E5%88%97%E9%97%AE%E9%A2%98)
	- [数据增强](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/DL.md#%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E5%B8%B8%E7%94%A8%E7%9A%84%E6%95%B0%E6%8D%AE%E5%A2%9E%E5%BC%BA%E6%96%B9%E6%B3%95)

- [分类](./DL/classify/classify.md)
	- [LeNet5](./DL/classify/LeNet5.md)
	- [AlexNet](./DL/classify/AlexNet.md)
	- [VGG](./DL/classify/VGG.md)
	- [resnet](./DL/classify/resnet.md)

- [目标检测](./DL/object-detection/object-detection-basic.md)
	- [目标检测基础](./DL/object-detection/object-detection-basic.md)
		- [包围框回归](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/object-detection/object-detection-basic.md#%E7%9B%AE%E6%A0%87%E6%A3%80%E6%B5%8B%E4%B8%AD%E7%9A%84%E5%8C%85%E5%9B%B4%E6%A1%86%E5%9B%9E%E5%BD%92)
		- [NMS](https://github.com/jinbooooom/DL-ML-algorithm-paper-offer/blob/master/DL/object-detection/object-detection-basic.md#%E7%AE%80%E5%8D%95%E4%BB%8B%E7%BB%8D%E4%B8%8Bnms)

	- [SPP-Net](./DL/object-detection/SPP-Net.md)
	- [RCNN 系列](./DL/object-detection/RCNN.md)
	- [YOLO系列](./DL/object-detection/YOLOv.md)
	- [SSD](./DL/object-detection/SSD.md)







## 推荐/参考链接
- [CV 方向顶级论文和开源代码](https://paperswithcode.com/)
- [黄博吴恩达机器学习与深度学习笔记](http://www.ai-start.com/)
- [CVer AI-Job-Notes](https://github.com/amusi/AI-Job-Notes)
- [深度学习 500 问](https://github.com/scutan90/DeepLearning-500-questions)
- [算法工程师部分知识点集锦](https://note.youdao.com/ynoteshare1/index.html?id=421e6845b896bbb8acd2b8514c36c0ad&type=note#/)
- [机器学习](https://github.com/NLP-LOVE/ML-NLP)
- [Python3机器学习](https://zhuanlan.zhihu.com/ml-jack)
- [数据分析](https://zhuanlan.zhihu.com/p/69869004)

### 其他
- [计算机视觉 · 有三AI](https://www.zhihu.com/question/62482926/answer/625352436)
- [一文弄懂神经网络中的反向传播算法——BackPropagation](https://www.cnblogs.com/charlotte77/p/5629865.html)
- [机器学习进阶笔记之五 | 深入理解VGG\Residual Network](https://zhuanlan.zhihu.com/p/23518167)
- [小目标检测中的数据增广](https://mp.weixin.qq.com/s/mNi8qWG9ptIMN77FYV4-Kg)