Material

Value hunting and trend prediction using Regression models

  • Linear regression
  • Ridge (L2) regularization
  • Lasso (L1) regularization
  • Nearest neighbor and Kernel regression

Models and features selection

 

Unsupervised learning to recluster investment zones

  • K-means++
  • K-NN clustering

Extract important data and information through text mining: 

  • Automatic data retrivial
  • Automatic document retrivial 

Optimize value strategy

Identify rental and improvement potential

Identify investment opportunity through 

  • regime change detection 

 

Classification on Loan & Credit

As an example, we apply various classifiers to a loan and credit default detection

  • Decision Trees

 

  • Random Forests

 

  • Boosted Trees

Best Real Estate Books

Rich Dad Poor Dad – Robert Kiyosaki

 

Rich Dad’s Cashflow Quadrant – Robert Kiyosaki

 

Rich Dad’s Guide to Investing – Robert Kiyosaki

 

Unfair Advantage – Robert Kiyosaki

 

Choose to be Rich – Robert Kiyosaki

 

Increase Your Financial IQ – Robert Kiyosaki

 

Midas Touch – Robert Kiyosaki

 

The Real Book of Real Estate – Robert Kiyosaki

 

Tax-Free Wealth – Tom Wheelwright

 

Start your own Corporation – Garrett Sutton

 

Run Your Own Corporation – Garett Sutton

 

Build a rental property empire: the no-nonsense book on finding deals – Mark Ferguson

The book on managing rental properties: a proven system for finding, screening – Brandon R. Turner, Heather C. Turner

The book on investing in real estate with no money down – Brandon Turner

 

The book on rental property investing – Brandon Turner

 

The millionaire real estate agent – Gary Keller, Dave Jenks, Jay Papasan

 

Loopholes of real estate – Garett Sutton

Customer centricity: focus on the right customers on strategic advantage – Peter Fader
Sell or be sold: how to get your way in business and in life – Grant Cardone


Pitch anything: an innovative method for presenting, persuading and winning the deal – Oren Klaff
Hooked: how to build habit forming products – Nir Eyal


Contagious: why things catch on – Jonah Berger


Free: the future of a radical price – Chris Anderson


Head in the cloud: why knowing things still matters – Willian Poundstone


Building a story brand: clarify your message so customers will listen – Donald Miller
Global brand power: leveraging branding for long-term growth – Barbara E. Kahn


The long tail: why the future of business is selling less of more – Chris Anderson


Brandwashed: tricks companies use to manipulate our minds and persuade us to buy – Martin Lindstrom


Brand warfare: 10 rules for building the killer brand – David D’Alessandro


Why we buy: the science of shopping – Paco Underhill