Student Name: Boyang Yan Student Number: 200495053

https://github.com/txt/aa24.git

python3 ./src/gate.py -f ./data/auto93.csv -t stats

python3 ./src/gate.py -f ./data/diabetes.csv -t week3Task1 > ./hw/w3/task1Diabetes.out

python3 ./src/gate.py -f ./data/soybean.csv -t week3Task1 > ./hw/w3/task1Soybean.out

DONE

python3 ./src/gate.py -f ./data/soybean.csv -t week3Task3 > ./hw/w3/task3.out

python3 ./src/gate.py -f ./data/soybean.csv -t week3Task4 > ./hw/w3/task4.out

python3 ./src/gate.py -t week4

Yes, better than random baselines.

SMO result

1985 16.4 30

top6 Lbs-, Acc+, Mpg+,

Row 1 1850 13.8 40 
Row 2 3425 13.2 20 
Row 3 3988 13 10 
Row 4 2545 17 20 
Row 5 3230 20.4 30 
Row 6 4220 11.1 20

top50 Lbs-, Acc+, Mpg+,

Row 1 1850 13.8 40 
Row 2 3425 13.2 20 
Row 3 3988 13 10 
Row 4 2545 17 20 
Row 5 3230 20.4 30 
Row 6 4220 11.1 20 
Row 7 2125 14.7 40 
Row 8 4906 12.5 10 
Row 9 2665 13.9 30 
Row 10 3439 15.5 20 
Row 11 2950 19.9 40 
Row 12 3085 17.6 20 
Row 13 4422 12.5 10 
Row 14 4952 11.5 10 
Row 15 2451 16.5 30 
Row 16 3399 11 20 
Row 17 2158 15.5 20 
Row 18 1925 14 30 
Row 19 4951 11 10 
Row 20 4354 9 10 
Row 21 3563 10 20 
Row 22 3015 17 40 
Row 23 3777 12.5 20 
Row 24 2110 19.2 40 
Row 25 3070 16.7 20 
Row 26 3504 12 20 
Row 27 2288 17 30 
Row 28 2572 14.9 30 
Row 29 4440 14 20 
Row 30 1945 16.8 30 
Row 31 2790 15.6 30 
Row 32 3190 24.8 30 
Row 33 2205 14.5 40 
Row 34 3651 17.7 20 
Row 35 2789 15 20 
Row 36 2945 16.4 30 
Row 37 4380 12.1 20 
Row 38 3250 21.8 30 
Row 39 2202 15.3 30 
Row 40 2395 16 20 
Row 41 3535 19.2 20 
Row 42 2694 15 20 
Row 43 2634 13 20 
Row 44 2900 12.6 30 
Row 45 3880 12.5 20 
Row 46 1985 16 30 
Row 47 2671 13.5 30 
Row 48 2160 14.5 40 
Row 49 2171 16 30 
Row 50 1985 16.4 30

1. rand

Lbs-, Acc+, Mpg+, 
Row 1 2605.0 15.15 25.0 

For our auto93 dataset, have 3 depandent columns, as well as 398 rows. So, the number of evaluations is 3 x 398 = 1194.

SMO better than absolute best.

SMO result

1985 16.4 30

Most:

Lbs-, Acc+, Mpg+, 
Row 1 2130 24.6 40

python3 ./src/gate.py -t week5Dis

python3 ./src/gate.py -t week5Far

python3 ./src/gate.py -t week7task1

python3 ./src/gate.py -t week7task2

python3 ./src/gate.py -t week7task3

https://github.com/txt/aa24/blob/main/docs/hw06.md

python3 ./src/gate.py -t week8task1

python3 ./src/gate.py -t week8task2

https://github.com/txt/aa24/blob/main/docs/hw07.md

python3 ./src/gate.py -t week9

paru -S pre-commit

In the root of your repository, create a .pre-commit-config.yaml file

repos:
-   repo: local
    hooks:
    -   id: hw
        name: homework
        entry: python3 ./src/gate.py -f ./data/diabetes.csv -t all
        language: system
        always_run: true
        pass_filenames: false

pre-commit install