AutoPipeline

Automate pipe-lining GUI ML/DL project

Should be able to

• Select a Task
• Choose model -- Pretrained or Custom
• • customize model layers, etc
• Choose Preprocessing steps
• Visualize Model/ Pipeline
• Extract the final Script
• Train model
• Inference system

Additional?

• decided to use fastapi to host the functions
• decided to develop webApp using react first

OR

• make everythng in python
• UI using Libs like pyside

Pre_existing similar systems

https://www.knime.com https://neptune.ai/blog/best-workflow-and-pipeline-orchestration-tools https://altair.com/altair-rapidminer

Testing

• tried to make a smaller version to only work for image classification https://github.com/Haroon-64/Image_Classifier_Trainer