xeniaqian94/10707-Deep-Learning

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xeniaqian94/10707-Deep-Learning

xeniaqian94

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Numpy implementations (free of TensorFlow or PyTorch, hand-crafted back-propagation) of multilayer perceptron (MLP) with batch normalization, Contrastive Divergence & Restricted Boltzmann Machine (RBM), Autoencoder, Language Modeling with joint trained embedding. This repository reflects the theory and methodology of deep learning, http://www.cs.cmu.edu/~rsalakhu/10707/

RLeToR

A PyTorch implementation of REINFORCE Learning To Rank on OSHUMED, MQ, etc. dataset. Basic idea also appears in SIGIR'17 Reinforcement Learning to Rank with Markov Decision Process

SLAM

Second-language acquisition modeling, that extends the task of knowledge tracing. PyTorch implementations of neural collaborative filtering, (TODO) deep knowledge tracking (LSTM and Memory Network) on Assistment09 benchmark dataset.

Jupyter Notebook

kdd21-MLVis

Data and supplementary materials for KDD'21 paper "Learning to Recommend Visualizations from Data".

DVQA

Partial implementation of the paper DVQA: Understanding Data Visualizations via Question Answering [CVPR 2018].

Library-Database-Management-System

Final Project of Intro to Database Management System, ZJU

RTree-Implementation

Course Project of COMP3323 Advanced Database Systems, HKU

Figure-captioning-corpus-analysis

Corpus repository for the CHI-LBW'20 paper "A Formative Study on Designing Accurate and Natural Figure Captioning Systems".

Reliable-Data-Transfer-3.0-Protocol-Networking

Project of COMP 3234, Computer and Communication Networks

Hand-Written-Digit-Classification

Coursework of COMP 3314 Machine Learning, HKU

11-775-Large-Scale-Multimedia-Analysis

Implementations on computer vision, audio and speech processing, multi-media files and streaming, multi-modal signal processing, video retrieval, semantics, and text generation.

Java-P2P-Image-Transfer

Coursework of COMP2396 Object-oriented Programming and Java, HKU

11741

Assignments for Machine Learning for Text Analysis

Haskell-Practice

Coursework of COMP 3258 Functional Programming, HKU

xeniaqian94.github.io

Personal Blog repository

11711-Algorithm-for-NLP

Implementations of statistical learning techniques for natural language processing: language modeling, parsing, feature engineering and word alignment.

web2021-figure-captioning

Data and supplementary materials for the Web Conference 2021 paper "Generating Accurate Caption Units For Figure Captioning".