We are pretty proud of students in TF 03 class where we encourage them to build projects which have great impacts on AI communities. They are going to be the AI pioneers in upcoming years. 

Teaching Team

In TF 03, We have read some major papers in computer vision, natural language processing, deep learning, and design corresponding AI libraries. Each team has picked a research paper they are interested in and was working on it for one month.

All AI libraries are available here.

Computer Vision

MobieNet

MobileNets are based on a streamlined architecture that uses depthwise separable convolutions to build light weight deep neural networks.
Efficient Convolutional Neural Networks for Mobile Vision Applications
  • Source code + Slide
Verified

Quynh Tran (Leader)

ResNet

They present a residual learning framework to ease the training of networks that are substantially deeper than those used previously.
Deep Residual Learning for Image Recognition
  • Source code + Slide
Verified

Trần Minh Tú (Leader)

Sonny Truong

Hoàng Đức

Deep Learning

Highway Networks

The architecture is characterized by the use of gating units which learn to regulate the flow of information through a network.
Highway Networks
  • Source code + Slide
Verified

Phung Nguyen Bao Long (Leader)

Quan Nguyen

Natural Language Processing

CharCNN

This paper offers an empirical exploration on the use of character-level convolutional networks (ConvNets) for text classification
Character-level Convolutional Networks for Text Classification
  • Source code
Verified

Hoang Cao Bao (Leader)

Amy Nguyen

Seq2seq

--- Multilayered LSTM to map the input sequence to a vector of a fixed dimensionality, and then another deep LSTM to decode the target sequence from the vector
Sequence to Sequence Learning with Neural Networks
  • Source code
Verified

GRU

Open-source AI library​
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
  • Source code
Verified

Skip-gram

Open-source AI library​
Distributed Representations of Words and Phrases and their Compositionality
  • Source code
Verified

Kaggle Experts

Joe Nguyen

He won Kaggle 01 – Bike Rental Count Prediction.

 

 

Hoàng Đức

He won Top 1 – Kaggle 02 – Credit Card Fraud Detection

Hoàng Thùy

He won Top 2 – Kaggle 02 – Credit Card Fraud Detection

Tensorflow Certificate