Offliners / NTUML-2021Spring

My 15 homeworks of 2021 Machine Learning course of National Taiwan University.

Course Syllabus : Link

Outline

#	Homework	Slide	Code	Public score	Private Score	Score
0	Colab Tutorial	Link	Colab Tutorial	x	x	x
0	Pytorch Tutorial	Link Link	Pytorch Tutorial	x	x	x
1	Regression	Link	COVID-19 Cases Prediction	0.86928	0.92417	9
2	Classification	Link	Phoneme Classification	0.75171	0.74957	6
2	Linear Algebra	Link	Hessian Matrix	x	x	2
3	CNN	Link	Image Classification	0.77956	0.77166	8
4	Self-Attention	Link	Phoneme classification	0.95928	0.95833	10+0.5(report)
5	Transformer	Link	Machine Translation	26.44	25.54	8
6	GAN	Link	Anime Face Generation	0.710, 7716.47	0.710, 7716.47	10+0.5(report)
7	BERT	Link	Question Answering	0.81178	0.81833	9
8	Anomaly Detection	Link	Anomaly Detection	0.89049	0.88126	10+0.5(report)
9	Explainable AI	Link	Explainable AI	x	x	8.4
10	Attack	Link	Adversarial Attack	0.000	0.010	10+0.5(report)
11	Adaptation	Link	Domain Adaptation	0.81598	0.81690	10+0.5(report)
12	RL	Link	Reinforcement Learning	280	280	10+0.5(report)
13	Compression	Link	Food Classification	0.80167	0.81350	9.5
14	Life-Long Learning	Link	Permuted MNIST	x	x	8.8
15	Meta Learning	Link	Few-shot image classification	x	x	9.2

Useful Tips

Prevent Google Colab from disconnecting (valid utill 2021/06/25)

Press F12，and enter this code in console，then press enter

function ClickConnect(){
  console.log("Connnect Clicked - Start"); 
  document.querySelector("#top-toolbar > colab-connect-button").shadowRoot.querySelector("#connect").click();
  console.log("Connnect Clicked - End"); 
};
setInterval(ClickConnect, 60000)

Auto save output file on Google Colab

insert code cell at the bottom

from google.colab import files
files.download("output_file.csv")  # "output_file.csv" must be your output file name

Display information of GPU of Google Colab

insert code cell to check which GPU is assigned

!nvidia-smi

"Sorry, something went wrong. Reload?" when viewing *.ipynb on Github

Copy the URL to https://nbviewer.jupyter.org/

Student Source

Homework Participation

My Performance

Reference

• TA's github : https://github.com/ga642381/ML2021-Spring
• Pytorch documentation : https://pytorch.org/docs/stable/index.html