My coursework for Machine Learning (2021 Spring) at National Taiwan University (NTU)

Last update: Dec 26, 2022

Overview

Machine Learning 2021

Machine Learning (NTU EE 5184, Spring 2021)

Instructor: Hung-yi Lee

Course Website : (https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html)

Homeworks

#	Homework	Public score	Private Score	Score	Ranking*
1	Regression	0.87985	0.91099	9	Top 35% (709/2032)
2	Classification	0.76324	0.76319	10.5	Top 5% (59/1522)
3	CNN	0.83094	0.82546	10.5	Top 7% (87/1404)
4	Self-Attention	0.96857	0.96888	10.5	Top 7% (81/1170)
5	Transformer	33.53	32.27	10.5	Top 1% (11/1110)
6	GAN	(0.688, 7722.47)	NA	10.5	Top 41% (405/1118)
7	BERT	0.85926	0.85157	10.5	Top 4% (39/1263)
8	Anomaly Detection	0.90118	0.89286	10.5	Top 9% (104/1193)
9	Explainable AI	NA	NA	9.7	NA
10	Attack	0.010	0.010	10.5	Top 14% (154/1162)
11	Adaptation	0.78806	0.78744	10	Top 26% (268/1061)
12	RL	287	NA	10.5	Top 2% (10/766)
13	Compression	0.75686	0.75493	9.5	Top 19% (109/590)
14	Life-Long Learning	NA	NA	9.2	NA
15	Meta Learning	NA	NA	10	NA

*Ranking is based on private leaderboard

Viewing Jupyter notebook

Sometimes the error message "Sorry, something went wrong. Reload?" appears when viewing *.ipynb on a GitHub.

We recommend using nbviewer to view the *.ipynb files

Simply copy the URL of this repository to https://nbviewer.jupyter.org/

Download Google Drive files with WGET

Example of a Google Drive download link (HW3 data): https://drive.google.com/file/d/1awF7pZ9Dz7X1jn1_QAiKN-_v56veCEKy/view

The url has the following format https://drive.google.com/file/d/[ID]/view

Copy the ID and run the script wgetgdrive.sh as follows

chmod a+x ./wgetgdrive.sh
./wgetgdrive.sh [ID] [file_name]

For example, to download the data of HW3 and name it as food-11.zip, simply run the following

chmod a+x ./wgetgdrive.sh
./wgetgdrive.sh 1awF7pZ9Dz7X1jn1_QAiKN-_v56veCEKy food-11.zip

Achievement

I finish the 15 assignments with all scores above 9 pts and win a T-shirt as a prize. Only the top 2% (17/1280) students own such an achievement.

My coursework for Machine Learning (2021 Spring) at National Taiwan University (NTU)

Related tags

Overview

Machine Learning 2021

Homeworks

Viewing Jupyter notebook

Download Google Drive files with WGET

Achievement

Owner

My tensorflow implementation of "A neural conversational model", a Deep learning based chatbot

Aerial Imagery dataset for fire detection: classification and segmentation (Unmanned Aerial Vehicle (UAV))

Pytorch implementation for the EMNLP 2020 (Findings) paper: Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering

Gluon CV Toolkit

ICCV2021 - Mining Contextual Information Beyond Image for Semantic Segmentation

Scribble-Supervised LiDAR Semantic Segmentation, CVPR 2022 (ORAL)

AoT is a system for automatically generating off-target test harness by using build information.

Exploiting a Zoo of Checkpoints for Unseen Tasks

Hierarchical Attentive Recurrent Tracking

Repository For Programmers Seeking a platform to show their skills

FID calculation with proper image resizing and quantization steps

Official repository of DeMFI (arXiv.)

The project is an official implementation of our CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation"

An end-to-end implementation of intent prediction with Metaflow and other cool tools

This program creates a formatted excel file which highlights the undervalued stock according to Graham's number.

A Graph Neural Network Tool for Recovering Dense Sub-graphs in Random Dense Graphs.

Organseg dags - The repository contains the codebase for multi-organ segmentation with directed acyclic graphs (DAGs) in CT.

Resources related to our paper "CLIN-X: pre-trained language models and a study on cross-task transfer for concept extraction in the clinical domain"

The implementation code for "DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction"

[WWW 2022] Zero-Shot Stance Detection via Contrastive Learning