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
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
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