adversarial-attacks-project

Code for adversarial attacks for machine learning course

attributed_link_prediction

Propose a new algorithm to improve performance of attributed link prediction.

audio-vision-scene-classificatioin

Scene classification using both audio and vision feature.

blog

buliding-a-lcvsr-system-using-kaldi

Course project to build a LCVSR system using kaldi

class-incremental-learning-with-large-domain-shift

Exploring class-incremental learning with large domain shift for image classification.

community_detection

Data mining project of community detection using louvain

crt-qa

The official data and code for EMNLP 2023 main conference paper: CRT-QA: A Dataset of Complex Reasoning Question Answering over Tabular Data

data_pre-process_translation

Using torchtext to process the data for translation

discounting

Discounting algorithm for language model

e5-hierarchical-table-analysis

The official code for NAACL 2024 paper: $E^5$: Zero-shot Hierarchical Table Analysis using Augmented LLMs via Explain, Extract, Execute, Exhibit and Extrapolate

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

hough_transform

Implement hough transform to find circles in images. (sequence labeling, edge detector)

imbalanced_digit_recogition

Deal with imbalanced MNIST data using paddlepaddle.

language_modeling

Using multiple models (LSTM, GRU, Transformer) to perform language modeling using limited data.

link_prediction

Data mining task of link prediction using DeepWalk

llm-reasoning-papers

Collection of papers and resources on Reasoning in Large Language Models (LLMs), including Chain-of-Thought (CoT), Instruction-Tuning, and others.

llm-research-doc

Website for LLM-based assistant

llms_for_css

mnist_tutorial

A tutorial for MNIST handwritten digit classification using sklearn, PyTorch and Keras.

ner_chinese_medical

Chinese medical named entity recognition using roberta + Flat model + adversarial training.

nlp-papers-with-arxiv

Statistics and accepted paper list of NLP conferences with arXiv link

node2vec

pokemon_streamlit_tutorial

scientific-visualization-book

An open access book on scientific visualization using python and matplotlib

sift_implement

A simplified version of sift including blob detection, computing descriptor, RANSAC algorithm and image alignment.

slu-with-pretrained-model

Spoken Language Understanding. 口语语义理解是对话系统中重要的一环，其目的在于从用户的话语中提取出用户的意图，以为后续模块提供信息，最终顺利完成用户的任务。一般情况下，我们使用若干语义单元来描述用户的语义，每个语义单元由动作（act），语义槽（slot），槽值（value）三个部分构成。

sound_event_detection

Sound event detection using RCNN with week labels

stream_algorithm

Data mining project of stream algorithm

tool_code

tools for deep learning