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fm's Introduction

improvements
- introduce intercept and linear terms
- mainly introduce pandas DF so that columns can be handled easily
next to do
- why sklearn need to use different solver: loglinear
- we only need to provide: loss + grad + hess
- to understand: why polynomial kernal in svm is comparable to FM

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