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

Hamiltonian Dynamics with Non-Newtonian Momentum for Rapid Sampling

novel deep learning research works with PaddlePaddle

Deep Video Matting via Spatio-Temporal Alignment and Aggregation [CVPR2021]

FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics

code for "Feature Importance-aware Transferable Adversarial Attacks"

Code for "PV-RAFT: Point-Voxel Correlation Fields for Scene Flow Estimation of Point Clouds", CVPR 2021

Transformer in Computer Vision

Attentive Implicit Representation Networks (AIR-Nets)

3D AffordanceNet is a 3D point cloud benchmark consisting of 23k shapes from 23 semantic object categories, annotated with 56k affordance annotations and covering 18 visual affordance categories.

Pytorch implementation of the paper DocEnTr: An End-to-End Document Image Enhancement Transformer.

Generate vibrant and detailed images using only text.

Open source Python implementation of the HDR+ photography pipeline

Computer Vision and Pattern Recognition, NUS CS4243, 2022

For IBM Quantum Challenge 2021 (May 20 - 26)

YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for everyone

Official PyTorch implementation of the paper "Graph-based Generative Face Anonymisation with Pose Preservation" in ICIAP 2021

Explaining Deep Neural Networks - A comparison of different CAM methods based on an insect data set

CAPITAL: Optimal Subgroup Identification via Constrained Policy Tree Search

ICNet for Real-Time Semantic Segmentation on High-Resolution Images, ECCV2018

A simple, unofficial implementation of MAE using pytorch-lightning