Please check DIT824-Team1-Report.pdf for informations related to the system.

Team01

Team Memebers

1. George Sarkisian
2. Martin Stanchev
3. Majed Dalain
4. Amjad Alshihabi
5. Mohammad derham

Sprints

Sprint1

• check available datasets and brainstorm to figure out what to use in our ML model. @George @Martin @Mohammad @Amjad @Majed
• Add the Markdown file for first week to Gitlab. @George
• Write code of conduct and documentation. @George
• Present idea of the projcet the the teacher and TA's. @George @Martin @Mohammad @Amjad @Majed
• start writing assig 1. @George @Martin @Mohammad @Amjad @Majed
• Sprint retro. @George @Martin @Amjad @Majed
• Sprint Review. @George @Martin @Amjad @Majed

Sprint2

• Sprint Planing. @George @Martin @Amjad @Majed
• Finish writing assignment 1 and submit it.@George @Martin @Amjad @Majed
• Make script to clean up the data. @Martin
• Check how to convert .csv file to SQLite. @Amjad
• Do a research about different regression algorithm e.g. cart. @Majed
• Send an email to the teacher and the TAs describing what the tools we are planning to use in our front end development. @George
• Divide the dataset into 3 sets of data so it can later used by the admin to validate the ML model. @George
• Study the data to find the best way to perform feature engineering @George
• do a brainstorming session and discuss possible feature engineering @All

Sprint3

• Decide on the DB schema. @All
• Finish data validation schema and integrate with existing code. @Amjad
• Convert all data to SQLite. @Amjad
• Feature engineering (median) on HP based on car model, Mileage based on manufacture year. @George
• Feature engineering on model and maker, on blocket dataset. @Martin
• Decide on model evaluation criteria. Integrate it with existing code. @Majed
• Feature engineering on categorical features - model and maker. @Majed
• When the model is finished, fix the code. @Martin
• Init implementation of frontend. @Majed

Sprint4

• Rewrite the assig. 1 and resubmit. @ALL
• Implement & intigrate server with falsk with simple APIs for GET & POST. @Majed @George
• Check & implement a way to understand new input from the user to get prediction from the model(labelEncoder). @Martin
• Read data from SQLite. @Amjed
• Add new columns for the date of the data has been added to the database. @Amjed
• Make a funcation to only retrive the data for a special date. @Amjed
• Implement feature eng. on the data that user will enter to predict price. @George
• Create the https request to POST the csv file to the backend. @George
• Implement Model and Maker filed in frontend with autocomplete. @Majed
• Clean MakeModel.json. @Martin

Sprint5

• Create API endpoint to retrain the model with a specific date. @Majed POST request with body - from and to date
• Save date as timestamp in the database. @Amjad
• Create function to get all entries between two dates from the database. @Amjad
• Implement Model and Maker filed in frontend with autocomplete. @Martin @Majed
• Fix the bug in label encoder. @George
• Fix the bug in predicting new values(Always the same price). @George
• Fix the bug in the lambda median function, when the user doesn't input hp. @George
• Add an admin page in the frontend. @Martin
• Include hp in the user predict. @Martin
• When doing the validation for the admin, draw a plot. @Amjad
• Write code to retrain the model based on data from specific date from the database. @George

Sprint6

• Unit testing. @George
• Prepare clean jupyter notebook file for the model. @George
• add versioning to the model. @Majed
• autocomplete for car model. from previous sprint. @Majed
• add visualization to Admin page. @Amjad
• integrating the code.@Martin

Sprint7

• Update the report. @George @Martin @Amjad @Majed
• Submit the report.
• add versioning to the model. @Majed
• add visualization to Admin page. @Amjad

Attendencies§

Team Memebers	04/11/2019	07/11/2019	12/11/2019	14/11/2019	19/11/2019	20/11/2019	25/11/2019	26/11/2019	28/11/2019	02/12/2019	03/12/2019	05/12/2019	09/12/2019	10/12/2019
George Sarkisian	X	X	X	X	X	x	x	x	x	x	x	x	x	x
Martin Stanchev	X	X	X	X	X	x	x	x	x	x	x	x	x	x
Majed Dalain	-	X	X	X	X	x	x	x	-	x	x	x	x	x
Amjad Alshihabi	X	X	X	X	X	x	x	-	x	x	x	x	x	x
Mohammad derham	X	X	-	-	-	-	-	-	-	-	-	-	-	-