Project workflow

[nazra-inari]

Milos,

I took the effort to break our projects into steps. Each step could be a script by itself (where applicable)

1) Data Import and Wrangling 2) Exploratory Data analysis 3) Split Data set into training and testing 4) Hyperparameter Optimization for max_depth 5) Hyperparameter Optimization for min_smaples_split 6) Refit, Run, Plot final model. 7) Generate Report.

I'd really advise you make notes or have a paragraph as a write up for each section as you're working on it. This will allows us to tie together with ease at the end

[milicmil]

Hey Arzan,

Sounds good.

I dont think there will be much wrangling, but it is good to double

I will work on 3 and 4 and let me know when you are done with the EDA and Import. You mentioned you will work on 5, so let us meet tomorrow(23rd) and see what are results are and bring it all together.

[nazra-inari]

Hi Milos,

Made a few changes to the repo this morning.

• I've added my my EDA as a Jupyter notebook
• No data cleaning was necessary
• I've updated the Readme File with some formatting changes
• I changed the file naming in the src folder to include leading numbers to help understand which order the files are to be executed in.

As of now I have completed 1 and 2. Great that you've completed 3 and 4.

Here's what I am working on now:

• For step 2 | Will look to convert my jupyter notebook into a python script that saves images from my EDA
• For Step 2 | I will also create an Rmd file in the results folder and will start adding my write up for the EDA section of the report. The idea is that the script from Step 2 will save the images of my plots, and I will import them into the Rmd with the write up that already exists in the jupyter notebook. This will allow us to make the EDA part our report accessible to everyone.
• For Step 5 | I'm gonna create a script in Jupyter notebook that allows me to plot and visualize the accuracy before I pick one. Then I will cover the Jupyter notebook to a Python script and section in the Rmd report just like above.
• I'm also gonna go ahead and correct the issues that Eric had with our proposal so that we can close the issue.

I would like to know what you're working on and whether you can also add your step 4 to Rmd report in the reports folder. Do also to convert your jupyter notebook to a Python Script.