Experiences

Working Experiences

  • Particle Media Inc., Mountain View, CA, May 2019 - Aug 2019
    Mentor: Dr. Ke Zhou
    1. Present a novel outer product based deep Factorization Machine(FM) that achieves the highest improvements among all the state-of-art baselines on the Click-through Rate(CTR) prediction task.
    2. Present a fast approximate nearest neighbor(ANN) search method based on Hierarchical Navigable Small World(HNSW) algorithm with multilayer perceptron(MLP) distance to make the deep learning based FMs/FFMs applicable to the online serving system.
    3. Apply some recent deep learning based FMs/FFMs on the News Break App(The No.1 news app on Android and No.2 on iOS in the 2nd quarter of 2019 reported by App Annie with 5M+ daily active users) ForYou datasets(10M instance per day) and evaluate the results which are measured by AUC and test logistic loss.

Professional Services

  • Program Committee/Reviewer: NeurIPS 2019, EMNLP 2019, ACM Computing Surveys, KDD 2020

Teaching Assistant Experiences

  • CSC 1253: Computer Science I with C++, Fall 2016

  • CSC 1254: Computer Science II with C++, Spring 2017