The 97 year old lady who owned the house before me loved her sponge paint pattern...

The algorithms are changing rather frequently so you need someone who keeps up with current patterns and is forward thinking to leave things open and ready for future changes.

If you notice there is a pattern where people are saying they invest, they also live there. 

Almost every government regulatory algorithm starts with base pattern disruptions relative to geographical areas, and throwing small fish in the cooler is a lot easier than catching that elusive marlin.

Hoping to continue that same growth pattern for a little while longer.

Maybe I'm just smitten because I grew up in San Francisco and we didn't have the gorgeous row homes build out of real brick, with real marble stairs, with real hardwood floors. 

The RehabAll new plumbing, including new master bath through slab in garage conversionAll new electricalMost interior walls are newNew drywall and trim throughoutNew windowsNew roof and guttersRepaired foundation and drainage issuesRemoved/replaced bowed stone wallFull cosmetic rehab with a higher end finish (real hardwoods, quartz, marble, etc)New cedar fence, landscaping and stone bordersNew driveway and demo of existing drivewayAdded exterior door next to new carport location Strengths/WeaknessesAfter 9 months and $155k rehab, we learned some things about ourselves and this business.

However, based on the data you have there could be a lot of use cases to streamline that process.A great resource for data is using an API, I like realtor API for information on multi-family properties - https://rapidapi.com/blog/best-real-estate-apis/.Benefits of ML:- Removes the manual effort of filtering and searching- Can find patterns in large sets of data- Adaptable to changing environments- Results in actionable insightsSome ML use cases:- Prediction - Identify a home's value price based on a dataset of comparables (similar to zillow's zestimate).

Then see if I notice any patterns and go ahead with one.

I personally feel that we are in a holding pattern as the market and economy await the changes to come.