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diff --git a/_posts/deep_learning/2015-10-09-acceleration-model-compression.md b/_posts/deep_learning/2015-10-09-acceleration-model-compression.md
@@ -419,6 +419,7 @@ at INT8 deep learning operations than other FPGA DSP architectures"
 
 - intro: ICCV 2017
 - arxiv: [https://arxiv.org/abs/1709.01041](https://arxiv.org/abs/1709.01041)
+- github: [https://github.com/mmasana/DALR](https://github.com/mmasana/DALR)
 
 # Pruning
 

diff --git a/_posts/deep_learning/2015-10-09-dl-resources.md b/_posts/deep_learning/2015-10-09-dl-resources.md
@@ -341,6 +341,14 @@ not just the convolutions)
 - github: [https://github.com/taineleau/efficient_densenet_mxnet](https://github.com/taineleau/efficient_densenet_mxnet)
 - github: [https://github.com/Tongcheng/DN_CaffeScript](https://github.com/Tongcheng/DN_CaffeScript)
 
+# SENet
+
+**Squeeze-and-Excitation Networks**
+
+- intro: ILSVRC 2017 image classification winner
+- arxiv: [https://arxiv.org/abs/1709.01507](https://arxiv.org/abs/1709.01507)
+- github: [https://github.com/hujie-frank/SENet](https://github.com/hujie-frank/SENet)
+
 ## ImageNet Projects
 
 **Training an Object Classifier in Torch-7 on multiple GPUs over ImageNet**

diff --git a/_posts/deep_learning/2015-10-09-recommendation-system.md b/_posts/deep_learning/2015-10-09-recommendation-system.md
@@ -121,6 +121,11 @@ date: 2015-10-09
 - intro: University of New South Wales & Nanyang Technological University
 - arxiv: [https://arxiv.org/abs/1707.07435](https://arxiv.org/abs/1707.07435)
 
+**Training Deep AutoEncoders for Collaborative Filtering**
+
+- arxiv: [https://arxiv.org/abs/1708.01715](https://arxiv.org/abs/1708.01715)
+- github: [https://github.com/NVIDIA/DeepRecommender](https://github.com/NVIDIA/DeepRecommender)
+
 # Slides
 
 **Deep learning for music recommendation**

diff --git a/_posts/deep_learning/2015-10-09-reinforcement-learning.md b/_posts/deep_learning/2015-10-09-reinforcement-learning.md
@@ -784,6 +784,13 @@ The project is dedicated to hero in life great Jesse Livermore.
 - youtube: [https://www.youtube.com/watch?v=Hqf__FlRlzg](https://www.youtube.com/watch?v=Hqf__FlRlzg)
 - github: [https://github.com/llSourcell/pong_neural_network_live](https://github.com/llSourcell/pong_neural_network_live)
 
+# Tips and Tricks
+
+**DeepRLHacks**
+
+- intro: The Nuts and Bolts of Deep RL Research
+- github: [https://github.com/williamFalcon/DeepRLHacks](https://github.com/williamFalcon/DeepRLHacks)
+
 # Library
 
 **BURLAP: Brown-UMBC Reinforcement Learning and Planning (BURLAP) java code library**

diff --git a/_posts/deep_learning/2015-10-09-training-dnn.md b/_posts/deep_learning/2015-10-09-training-dnn.md
@@ -907,6 +907,11 @@ date: 2015-10-09
 - arxiv: [https://arxiv.org/abs/1708.06020](https://arxiv.org/abs/1708.06020)
 - github: [https://github.com/webstorms/AugmentedDatasets](https://github.com/webstorms/AugmentedDatasets)
 
+**Augmentor: An Image Augmentation Library for Machine Learning**
+
+- arxiv: [https://arxiv.org/abs/1708.04680](https://arxiv.org/abs/1708.04680)
+- github: [https://github.com/mdbloice/Augmentor](https://github.com/mdbloice/Augmentor)
+
 ## Imbalanced Datasets
 
 **Investigation on handling Structured & Imbalanced Datasets with Deep Learning**