My Posters and Slides:

Research Summary Poster — “Efficient and Scalable Deep Learning“.

My Videos:

NIPS 2017 oral — “TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning” in Facebook.

机器之心 online streaming — “Lifting Efficiency in Deep Learning – For both Training and Inference” [video]

 

Great Lectures, Tutorials and Talks

• Large-Scale Optimization: Beyond Stochastic Gradient Descent and Convexity @ NIPS 2016
• Machine Learning Lectures by Nando de Freitas
• NIPS 2017 video list
• Theories of Deep Learning (STATS 385) by Stanford University
• NIPS 2017 Workshop: Deep Learning At Supercomputer Scale
• KDD 2020 Tutorial: Advances in Recommender Systems From Multi-stakeholder Marketplaces to Automated RecSys
• Video understanding tutorial at KDD2020