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Alec Loftus edited this page Mar 24, 2023 · 74 revisions

Welcome to our Design Document!

This project was completed by Alec Loftus, Mohammed Alsawi, Erin Maley, and Rohan Sethi as a part of Dr. Wheeler's COMP383/483 class.

Overview:

Context:

Goals and Non-Goals:

  • Primary goals:
    • Create scripts for training and testing a couple of ML models on synthesized protein datasets
    • Have documented accuracy reports for various models
    • Consider other relevant information that may be nice to have in test data (more of a scientific question/goal than programming)
    • Primary Goals:
      • Create scripts for training and testing a couple of ML models on synthesized protein datasets
      • Have documented accuracy reports for various models
      • Consider other relevant information that may be nice to have in test data (more of a scientific question/goal than programming)
  • Non-Goals:
    • Deep learning models testing the datasets (would be nice to include for comparison but not essential for success)

    Proposed Solution:

    Milestones:

    Week Alec Loftus Mohammed Alsawi Erin Maley Rohan Sethi Deadlines/Events
    Week 1
    3/13-3/17
    Read literature Begin slide work Prepare questions for PKH Read through code files First group meeting!
    Week 2
    3/20-3/24
    Weekly Milestones table/slides
    Make Design Document
    Implementation Plan slides
    Assist with Proposed Solution
    Introduction Slides
    Prepare questions for PKH
    Implementation Plan slides
    Assist with Goals & Non-Goals
    Meeting w/ PKH Tuesday?
    Initial Presentation
    Week 3
    3/27-3/31
    Keep Wiki/Milestones updated
    Work on script to initiate model
    Make sure everything's pushed by EOD Friday for Repo check
    Work on script to assess accuracy Comment through .jpynb code
    Prepare presentation
    Work on script to train model
    Work on script to train model 5-min Presentation
    Repo Check #1
    Week 4
    4/3-4/7
    Test Mohammed's accuracy code Test Rohan's training code Test Alec's initializing code Continue work on training code
    Update README to include information on the ML models used
    EASTER BREAK
    Week 5
    4/10-4/14
    Prepare presentation
    Check all code thus far has been commented and pushed Update wiki/weekly milestones Train using deep learning models 5-min Presentation
    Repo Check #2
    Week 6
    4/17-4/21
    * * * * Cross-team hacking
    Repo Check #3
    Week 7
    4/24-4/28
    * * * * Final Presentation
    Week 8
    5/1-5/5
    * * * * Final App Note
    Final Project Code turned in

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