guidelines - scvnq/demo1 GitHub Wiki

Project pre-proposal

Project title:

Model as a Service

Team number: 1

Xie, Tiancheng (Class ID: 25); Sun, Chen (Class ID: 23); Doss, Corey Jason(Class ID: 8); Dhabbah, Khalid Mohammed A (Class ID: 6)

Project goal and Objectives:

Build an online platform which can deploy ML & DL model; Allow users to upload their own datasets and specify their requirements. Help them pick up a suitable model to generate result.

Bonus:

Gather feedback and optimize the model! (will be a big challenge)

Motivation:

It is hard to get ML & DL model on those people who know nothing about the Coding but have dataset. To give another chance to use the predictive model. At the very early stage, we will do survey of this kind new feature application.

Significance:

So far, we are still experimenting with our model. Our goal is that deployed servers can score user input requirements depend on our model without training and generate new predictions. Now we need to collect some relevant data and prepare for the experiment, in order to change this experiment into a prediction experiment.

We will use “lexi-keyword” for searching the best model in terms of picking the one has best accuracy. Like when the users typing “sement”, it will return a ranked list of models in the searching bar. Thinking of enhance the UI interface for user-oriented, we will get Ajax and angular features in those design.