tensorflow

• TensorFlow Tutorial (Sherry Moore, Google Brain)

• Keynote (TensorFlow Dev Summit 2017)

深度学习视频

deep neural networks are easily fooled

nvidia无人汽车：NVIDIA Autonomous Car

CES 2016: NVIDIA DRIVENet Demo - Visualizing a Self-Driving Future (part 5)

使用ConvNets多数字识别街景门牌号

spark

A Deeper Understanding of Spark Internals - Aaron Davidson (Databricks)

xgboost/gbdt相关：

• kdd 2016:paper 697
• kdd 2016: XGBoost: A Scalable Tree Boosting System
• Peter Prettenhofer - Gradient Boosted Regression Trees in scikit-learn

kaggle相关：

1.How to (almost) win at Kaggle - Kiri Nichol

LDA

• Prof. David Blei - Probabilistic Topic Models and User Behavior
• Visualizing Topic Models