Project Progress

[tuckergol]

Overall Progress

3/14/24

• Frontend base completed --> formats data in JSON
  • Still need some backend model work for frontend to produce output (API, model)

3/15/24

• Finding suitable CSV for personalized ML --> likely restaurant data
  • Restaurant data combines previous members' CPT topics: food/cooking + stocks with business/industry
• Complete base Titanic model (backend + frontend)

3/16/24

• Found dataset for custom data ML portion
  • Data from online food orders (CPT project topic relation - combines stocks in business/industry aspect + food because of industry topic)
  • May filter out unnecessary info

3/18/24

• Finished up Titanic data over the weekend and early today
  • Survival + death probability displayed
  • Progress further in using new ML data, apply CPT project topics...
  • Create .ipynb/overall outline to demo custom data
  • Filter out unnecessary info in CSV file data for new ML data

3/19/24

• Work on custom data ML
  • Used new CSV file: bakery data
  • Use specific time of day, general time of day, and day of week to determine purchased food item

3/20/24

• First review for ML project
  • Scored 0.93/1 for completion of Titanic ML model + base/start on custom data ML model
  • Feedback...
  • [x] Make alert/pop-up for more obvious death probability display following call on predict function for Titanic model
  • [x] Implement data for init for defining commands to generate data in main.py

Friday → Weekend (3/22/24 → 3/24/24)

• Finalized feature
  • Completed ML custom data
  • Spent good amount of time on call to communicate and finish custom ML system

3/27/24

• Finalized ML project
  • Topped off custom data set by adding an additional form but using a dataset with no coffee for reduced skew and more accurate/varied results (since coffee makes up nearly 1/4 of the entire dataset, you're very likely to get coffee normally)

[varunm532]

Frontend progress

• 3/13/24
  • found suitable frontend table and integrated it
  • fixed issues with header and change from scss file to css file for ease
• 3/14/24
  • integrated dropdown menu and fixed issue in css file the prevented text to be shown in dropdown menu
• 3/15/24
  • Fixed styling problems and restructured js to work properly to create json payload
• 3/18/24
  • Connected frontend to backend and format changes with inputs and json payload -3/24/24
  • Connected frontend to backend and farmat changes with inputs and json payload for food prediction

Backend progress

• 3/23/34
  • Made Model and Api for food prediction and followed teacher prodedure