Uploaded draft EDA.ipynb under src - #18

Open

laukamkit wants to merge 229 commits into

UNSW-ZZSC9020:mainfrom

Commits on Mar 9, 2026

README.md
laukamkit
authored
212bd03

Commits on Mar 12, 2026

Uploading agenda for meeting on March 13, 2026
laukamkit
authored
edf933e

Commits on Mar 13, 2026

Commits on Mar 14, 2026

Add Gantt chart data and visualization files
kfkyim
committed
d815910

Commits on Mar 15, 2026

Added Gantt Chart into Project Plan.
kfkyim
committed
8dff484
.gitignore init
kfkyim
committed
d58271f
Updated Gantt chart with initials to show who is responsible for which task.
kfkyim
committed
aad6df2
Updated Gantt chart on project plan.
kfkyim
committed
f4d4294
Upload Final Draft of Project Plan
laukamkit
authored
4e88b3d
Update README.md
laukamkit
authored
f41bdc6
Add pre-processing notebook under src
laukamkit
authored
e4fc1be
Upload pre-processed data (1)
laukamkit
authored
2e2b6b0
Upload pre-processed data (1)
laukamkit
authored
d8e465b
upload pre-processed data (2)
laukamkit
authored
26325b1
upload pre-processed data (3)
laukamkit
authored
f12946d
Minor update on Section numbers and folder name
laukamkit
authored
fd21ba4

Commits on Mar 16, 2026

Commits on Mar 17, 2026

Adding Kelvin's take on the project plan.
kfkyim
committed
16502df
slight modification on kelvin version project plan
kfkyim
committed
3afe04a
more modification on kelvin project plan
kfkyim
committed
913b3a1

Commits on Mar 18, 2026

Add files via upload
laukamkit
authored
2768db9
Upload minutes of Meeting 1B with Wei Tien
laukamkit
authored
e1014a2

Commits on Mar 19, 2026

Commits on Mar 20, 2026

Lit Review for Stat Time models
danthewombat
authored
7476fa3
Add files via upload
bchick84
authored
a282e6d
Uploaded draft notebook for PatchTST part
laukamkit
authored
db07e83

Commits on Mar 21, 2026

Commits on Mar 22, 2026

Upload the final version of Project Plan
laukamkit
authored
7f28d43
Upload the agenda and minute for 1st week (2nd meeting)
laukamkit
authored
d8b4044

Commits on Mar 23, 2026

Upload updated version of project plan
laukamkit
authored
81a521f

Commits on Mar 24, 2026

Upload final submitted project plan
laukamkit
authored
17092b5
Upload final submitted project plan
laukamkit
authored
bf061a2

Commits on Mar 27, 2026

Update pre-processing notebook (1 hr interval)
laukamkit
authored
241ed79

Commits on Mar 28, 2026

SARIMAX model
danthewombat
authored
4de0aef

Commits on Mar 29, 2026

Update with-temp model with PatchTST model
laukamkit
authored
4d4337b
Created using Colab
laukamkit
committed
8598701
Update data 1/2 hr interval, 48-step forecast
laukamkit
authored
64a71a0
Update data 1/2 hr interval, 48-step forecast
laukamkit
authored
d1bdcf3
Update data 1/2 hr interval, 48-step forecast
laukamkit
authored
6025eda
Created using Colab
laukamkit
committed
b4c1c5f
Created using Colab
laukamkit
committed
6934355
Created using Colab
laukamkit
committed
3bbe99e

Commits on Mar 30, 2026

Created using Colab
laukamkit
committed
49d32f8
Created using Colab
laukamkit
committed
4c7627a
Created using Colab
laukamkit
committed
561024d
init .gitignore
kfkyim
committed
ba31e99
adding implementation of official PatchTST repository by the authors.
kfkyim
committed
678862e
Added implementation of TimeXer from official repo.
kfkyim
committed
86bd865
Add model_id argument to command line parser for experiment configuration
kfkyim
committed
fd2bff7
implemented inverse transform on output results for official transformer repository implementations.
kfkyim
committed
6dd1f12
bug fix
kfkyim
committed
f7d5acd
Updated SARIMAX model + added Gradient Boosting comparison
danthewombat
committed
7482f3a
Final SARIMAX + Gradient Boosting updates
danthewombat
committed
2efcdc0

Commits on Mar 31, 2026

Created using Colab
laukamkit
committed
c65e2b3
added parameter to set seed during training
kfkyim
committed
9817eca
Merge branch 'main' of https://github.com/laukamkit/capstone_project_GroupA
kfkyim
committed
e7958b7
merge Dan's change on Final SARIMAX and Gradient Boosting updates
kfkyim
committed
0047b4d
Update data to include forecast of diff horizons
laukamkit
authored
af32711
Created using Colab
laukamkit
committed
3087bcb
Update data to include forecast of diff horizons
laukamkit
authored
45f58e8
Update data to include forecast of diff horizons
laukamkit
authored
4b94f16
Created using Colab
laukamkit
committed
377cbfa

Commits on Apr 1, 2026

first draft of NSW data loader class
kfkyim
committed
a66ad97
Upload an eg of how i propose to change Sarimax
laukamkit
authored
01e5c97

Commits on Apr 2, 2026

Commits on Apr 4, 2026

update to refactor of models.
kfkyim
committed
6692dc6

Commits on Apr 5, 2026

add eda
kfkyim
committed
da3c881
v2
kfkyim
committed
97852d5
Add files via upload
bchick84
authored
421eb3d
add notes
kfkyim
committed
38e6d73
Implement code changes to enhance functionality and improve performance
kfkyim
committed
5103e98

Commits on Apr 6, 2026

Commits on Apr 7, 2026

Delete src/01_Kam_Test_Sarimax.ipynb
laukamkit
authored
346fbfb
Add files via upload
laukamkit
authored
1e35c89
Reorganized PatchTST folders and refactored training/testing loop.
kfkyim
committed
2e31383
Further refactoring of code. Completed for PatchTST
kfkyim
committed
b14d5f1
Moved seed initialization for reproducibility to Base_Model;
kfkyim
committed
b78fe02
Refactor _compute_inverse_scaling method to remove unnecessary criterion parameter
kfkyim
committed
fe450bf
Update: Methods + Tuning
danthewombat
authored
7549231

Commits on Apr 8, 2026

Commits on Apr 9, 2026

Commits on Apr 10, 2026

Commits on Apr 11, 2026

Commits on Apr 12, 2026

Commits on Apr 13, 2026

Commits on Apr 14, 2026

uploading model training log and result files
kfkyim
committed
a475390
reuploading all result files
kfkyim
committed
735712e

Commits on Apr 16, 2026

Commits on Apr 17, 2026

Commits on Apr 18, 2026

uploading model plots and best model notebook
kfkyim
committed
0feb3eb
uploading best sarimax model
kfkyim
committed
7546c66
predictor table for report
kfkyim
committed
33cf1a5

Commits on Apr 19, 2026

update gb tuning notebook to only use 1 seed (57721)
kfkyim
committed
25a6410
add number of parameters to model training logs for LSTM and Transformers
kfkyim
committed
0bdaad1
Complete notebook on finding best parameters for each models. Also has training curve plots for LSTM and PatchTST.
kfkyim
committed
d8fd450
formatting
kfkyim
committed
65c90ef
upload notebooks ready to get test results for best model.
kfkyim
committed
d3fd617
modify markdown commentary
kfkyim
committed
7300f9e
finalized tuning notebooks.
kfkyim
committed
d2c2a01
added training duration for GB model.
kfkyim
committed
46c3335
cleaned up comments and set default "save_model" to false.
kfkyim
committed
fdd276b
added best epoch vertical line on training plot if not None.
kfkyim
committed
28779a8
uploading final datasets with updated 70/10/20 splits.
kfkyim
committed
bf15807
removed old 60/20/20 data split for test results and training log files.
kfkyim
committed
7d4aa7c
housekeeping
kfkyim
committed
0a708c8
implemented provided forecast demand plots.
kfkyim
committed
4dba0ba
added extra_time_steps parameter to expand the plots by N timesteps into the future instead of just the forecast horizon for a better view.
kfkyim
committed
db298de
finished evaluating gb notebook
kelvin-yim510
committed
5f8f632
completed getting test results for lstm
kelvin-yim510
committed
129fc4f
refactor: improve legend font size in training history and predictions plots
kfkyim
committed
ae93982
uploading patchtst table for report.
kfkyim
committed
2a641f7
completed consolidated notebook for training curves and choosing best models for all models.
kfkyim
committed
fcd65e6

Commits on Apr 20, 2026

finished running patchtst evaluation of best model
kelvin-yim510
committed
f19ed43
add validation rmse for LSTM training log
kfkyim
committed
f800cd4
latest model_pllots notebook
kfkyim
committed
406236a
clean up files and organize them to folders.
kfkyim
committed
de4fabb
Upload Week 5 minute
laukamkit
authored
57fbe93
Upload Week 5
laukamkit
authored
2199911
Upload Week 5 agenda
laukamkit
authored
cdd1843
uploading test results table for all best models.
kfkyim
committed
7ce0a5b
Merge branch 'main' of https://github.com/laukamkit/capstone_project_GroupA
kfkyim
committed
80240dc

Commits on Apr 21, 2026

added training_data_size specification
kfkyim
committed
4f37ad0
updating our final roles
kfkyim
committed
8bbb90b
uploading final results (rmse & mae) table of best models
kfkyim
committed
cc5538e
uploading test result metrics and prediction results of best models.
kfkyim
committed
d798e9a
Created using Colab
laukamkit
committed
eabf2dc
clean up
kfkyim
committed
b6e7e2b
Merge branch 'main' of https://github.com/laukamkit/capstone_project_GroupA
kfkyim
committed
43837de
clean up
kfkyim
committed
fecc439
clean up - organize into folders
kfkyim
committed
03c63e2
update README.md
kfkyim
committed
ac23e96
Created using Colab
laukamkit
committed
a8cb929
Created using Colab
laukamkit
committed
3f918a9
clean up best_models.ipynb
kfkyim
committed
7930891
Merge branch 'main' of https://github.com/laukamkit/capstone_project_GroupA
kfkyim
committed
2ed2fd8
Add description for draft notebooks in README.md
kfkyim
committed
866cbee
clean up
kfkyim
committed
6652993
Created using Colab
laukamkit
committed
47e90f5

Commits on Apr 22, 2026

Added Sarimax diagnostic plots to model evaluation notebook
kfkyim
committed
053a21f

Commits on Apr 23, 2026

clean up and adding report tables to appropriate folders
kfkyim
committed
4f41992

Commits on Apr 24, 2026

uploading fitting log and small update in roles in README.md
kfkyim
committed
a91ae53

Commits on Apr 25, 2026

excel graph for presentation
kfkyim
committed
08fe0b4

Commits on Apr 26, 2026

Commits on Apr 27, 2026

Add transparency option to prediction plots and colour specific by models.
kfkyim
committed
4df7977
finalizing these documents
kfkyim
committed
516deef