Publications
Target Attention Network for Targeted Sentiment Analysis, ACLCLP '18
Apply target attention on sentiment target to focus on more relavent parts
Also introduce novel position embedding which directly models the location relation between the target and its context
paper link
Awards
Master Thesis Award in ACLCLP '18
My master thesis about targeted sentiment analysis
Named as the master thesis award honorable mention in ACLCLP '18
Presidential Award
Named as the winner in the 2nd semester in Senior
With GPA 4.25/4.3
Research
Sentiment Analysis
Survey SA papers in Deep Learning field
Review papers, and implement interested ones
Papers come from top conference includes but not limited to ACL / EMNLP / COLING / NIPS / ICLR
Generalization of Deep Learning
Why is Deep Learning so powerful?
Why can it perform well on unseen data?
Where does the generalization ability comes from?
Research discover the blackbox of Deep Learning
Reinforcement Learning Chatbot
300+ stars on Github
Train the chatbot with a seq2seq model first
Then use RL to get more interesting results
Semantic Segmentation
200+ stars on Github
An important sub-task for automated driving
Reproduce CVPR2015 best paper. Use fully convolutional network to predict pixel-wise label
Image Retrieval
300+ stars on Github
Extract features from query image
Retrieve the most similar image from database
Chinese TV assistant
A task-dependent chatbot
It's Chinese-based, trained by RL
Helps you to find television program and movie
Video Captioning
Reproduce a paper from ICCV2015
Extract video features from VGG net
Feed it into an encoder-decoder architecture
Then output a description about the video
Seat Layout Generation
Give a room photo, generate the seat layout
So you can know where the empty seats are
This technique can expand to other scenario
Such as counting cars in a parking area
Skills
Data Analyzing
Deep Learning
Machine Learning
Natural Language Processing
Languages & Tools
Python
Pytorch
Tensorflow
Keras
Full-end development
Javascript for frontend
Python for backend
Flask for web framework
latest version: 2020/09/25 00:28
UTC+8:00