From 04a1fc4fc65eb8a505996e7cc0f19f543f5f9892 Mon Sep 17 00:00:00 2001 From: resrv Date: Fri, 21 Dec 2018 21:39:42 +0530 Subject: [PATCH] Added Transfer learning (#29462) * Added Transfer learning * Added VGGnet * Rename guide/english/machine-learning/deep-learning/transfer-learning/VGGnet.md to guide/english/machine-learning/deep-learning/transfer-learning/vggnet/index.md --- .../deep-learning/transfer-learning/index.md | 26 +++++++++++++++++++ .../transfer-learning/vggnet/index.md | 12 +++++++++ 2 files changed, 38 insertions(+) create mode 100644 guide/english/machine-learning/deep-learning/transfer-learning/index.md create mode 100644 guide/english/machine-learning/deep-learning/transfer-learning/vggnet/index.md diff --git a/guide/english/machine-learning/deep-learning/transfer-learning/index.md b/guide/english/machine-learning/deep-learning/transfer-learning/index.md new file mode 100644 index 0000000000..d8bc80823a --- /dev/null +++ b/guide/english/machine-learning/deep-learning/transfer-learning/index.md @@ -0,0 +1,26 @@ +--- +title: Transfer learning +--- + +### What is Transfer Learning ? + +Transfer learning is the re-use of the pre-trained models on a different problem. It is very popular in Deep Learning as features learnt by one model trained on a Huge dataset can be re-used for another problem which as a small dataset to train on. + +### Pretrained models + +Some of the pretrained models that are widely used are : +* VGG16 +* Xception +* VGG19 +* ResNet50 +* InceptionV3 +* InceptionResNetV2 +* MobileNet +* DenseNet +* NASNet +* MobileNetV2 + +### More Information +* Keras Pretrained Models https://keras.io/applications/ +* Pre Trained Model depot https://modeldepot.io/ +* Datacamp article https://www.datacamp.com/community/tutorials/transfer-learning diff --git a/guide/english/machine-learning/deep-learning/transfer-learning/vggnet/index.md b/guide/english/machine-learning/deep-learning/transfer-learning/vggnet/index.md new file mode 100644 index 0000000000..b74a625718 --- /dev/null +++ b/guide/english/machine-learning/deep-learning/transfer-learning/vggnet/index.md @@ -0,0 +1,12 @@ +--- +title: VGGnet +--- +VGGnet are CNN models created by research group Visual Graphic Group as a winning entry to the ImageNet Large Scale Visual Recognition Competition (ILSVRC) in 2014 in the Localization category and the runner up in Image Classification category in the same competion. + +VGG group have released the following models: +* 16 Layer model - [Information](https://gist.github.com/ksimonyan/211839e770f7b538e2d8#file-readme-md) +* 19 Layer model - [Information](https://gist.github.com/ksimonyan/3785162f95cd2d5fee77#file-readme-md) + +### More Information +* Visual Geometry Group website http://www.robots.ox.ac.uk/~vgg/research/very_deep/ +