dan-h

Dan-h's group workspace

Group: development

1-6

of 6

Tags

Notes

Author

dan-h

State

Finished

Start time

April 21st, 2023 9:39:54 AM

Runtime

8m 35s

Tracked hours

8m 18s

Run path

dan-h/nyc_airbnb/33z5z46k

macOS-10.16-x86_64-i386-64bit

Python version

3.8.16

Git repository

git clone https://github.com/DanRHowarth/nd0821-c2-build-model-workflow-starter.git

Git state

git checkout -b "likely-rain-32" 2b6a50c4384c583a18642a964fd1602d7d74ce00

Command

run.py --trainval_artifact clean_sample.csv:latest --val_size 0.2 --random_seed 42 --stratify_by neighbourhood_group --rf_config /private/var/folders/tj/rvkycgnj6y73sbnl8_d909k40000gn/T/tmpmw2ogfx4/outputs/2023-04-21/10-38-12/rf_config.json --max_tfidf_features 15 --output_artifact random_forest_export

System Hardware

CPU count

W&B CLI Version

0.13.2

Group

development

Job Type

train_random_forest

Config parameters are your model's inputs. Learn more

▶
Config parameters:{} 15 keys
- criterion:
  "mae"
- max_depth:
  15
- max_features:
  0.33
- max_tfidf_features:
  15
- min_samples_leaf:
  3
- min_samples_split:
  4
- n_estimators:
  100
- n_jobs:
  -1
- oob_score:
  true
- output_artifact:
  "random_forest_export"
- random_seed:
  42
- rf_config:
  "/private/var/folders/tj/rvkycgnj6y73sbnl8_d909k40000gn/T/tmpmw2ogfx4/outputs/2023-04-21/10-38-12/rf_config.json"
- stratify_by:
  "neighbourhood_group"
- trainval_artifact:
  "clean_sample.csv:latest"
- val_size:
  0.2

Summary metrics are your model's outputs. Learn more

▶
Summary metrics:{} 3 keys
- ▶
  feature_importance:{} 7 keys
- mae:
  32.24280852896834
- r2:
  0.5769162840152176

This run consumed these artifacts as inputs. Learn more

clean_sample

clean_sample.csv:v2

This run produced these artifacts as outputs. Total: 3. Learn more

model_export

random_forest_export:v15

wandb-history

run-33z5z46k-history:v0

wandb-events

run-33z5z46k-events:v0