Multi-task Learning

Deep Learning 回顾之多任务学习
https://www.52ml.net/20775.html?utm_source=tuicool&utm_medium=referral

深度神经网络的多任务学习概览(An Overview of Multi-task Learning in Deep Neural Networks)

https://www.cnblogs.com/shuzirank/p/7141017.html

https://handong1587.github.io/deep_learning/2015/10/09/dl-resources.html#multi-task-learning

http://www.cs.cornell.edu/~kilian/research/multitasklearning/multitasklearning.html

MALSAR
https://github.com/jiayuzhou/MALSAR

TCDCN
https://github.com/zhzhanp/TCDCN-face-alignment
https://github.com/flyingzhao/tfTCDCN
https://github.com/DongYuYu/Facial-Landmark-Detection
https://github.com/Clanatia/Tensorflow-TCDCN/
https://github.com/lijingling/tcdcn_tensorflow
blog.csdn.net/thriving_fcl/article/details/50909109

MTCNN
https://github.com/DaFuCoding/MTCNN_Caffe
https://github.com/kpzhang93/MTCNN_face_detection_alignment

Deep Multi-task Representation Learning: A Tensor Factorisation Approach
https://github.com/wOOL/DMTRL

Beneficial task relations for multi-task learning in deep neural networks
https://github.com/jbingel/eacl2017_mtl

Sluice networks: Learning what to share between loosely related tasks
https://github.com/sebastianruder/sluice-networks

Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics
https://github.com/yaringal/multi-task-learning-example

Multi-Task Learning in Tensorflow (Part 1)
https://jg8610.github.io/Multi-Task/
https://hanxiao.github.io/2017/07/07/Get-10x-Speedup-in-Tensorflow-Multi-Task-Learning-using-Python-Multiprocessing/

https://nbviewer.jupyter.org/

age and gender
https://github.com/BoyuanJiang/Age-Gender-Estimate-TF
https://github.com/dpressel/rude-carnie
http://blog.csdn.net/u014365862/article/details/53869712

tensorflow
batch norm
https://r2rt.com/implementing-batch-normalization-in-tensorflow.html

FCNs
https://github.com/shekkizh/FCN.tensorflow

object detection
https://github.com/tensorflow/models/tree/master/research/object_detection
www.androidev.com/2017/11/27/tensorflow深度学习目标检测模型及源码架构解析-2017-11-27/
SSD关键源码解析
https://zhuanlan.zhihu.com/p/25100992
YOLO源码解析
https://zhuanlan.zhihu.com/p/25053311
yolo v2
https ://github .com/ruiminshen/yolo-tf ​​​​

“Holistically-Nested Edge Detection”使用的加权损失函数
http://blog.csdn.net/majinlei121/article/details/78884531
caffe中backward过程总结
http://blog.csdn.net/buyi_shizi/article/details/51512848