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Session6_​Waste_​Sorting

ML Classification Methods

Data Pre-processing & Feature Engineering

Load and Inspect Data

Import Image dataset

Original dataset available from following link shared by MIT research team

https://huggingface.co/datasets/garythung/trashnet/tree/main

Random Forest Method

Model Accuracy

Data Split

XGBoost Tree Classifier Method

XGBoost Predictor
XGBoost Tree Ensemble Learner
Image Features
Scorer
join category column
Joiner
70/30 Split
Table Partitioner
Normalizer
List Files/Folders
Random Forest Predictor
extract category from file/folder name
String Manipulation
Random Forest Learner
Image Reader (Table)
convert path to URL
String Manipulation
Scorer

Nodes

Extensions

Links