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首页这46页ppt教你如何把规则引擎和机器学习融会贯通.pptx
这46页ppt教你如何把规则引擎和机器学习融会贯通.pptx
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更新于2023-03-03
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在实际的业务数据生产系统中,我们往往会碰到这样一个困境:究竟是用简单有效的规则引擎就够了还是要上机器学习?这是个问题。在这里,来自Capital One的杰出工程师Andy Bonham从业界十多年的经验讲述了,理解规则和机器学习之间的关键区别,学习何时使用规则,何时使用机器学习。
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A modern dilemma: When to use to a Rules Engine vs.
Machine Learning
Andy Bonham, Distinguished Engineer & Architect, Capital One

Andrew Bonham
Application Architecture interests & research include:
•
Workow & Case Management
•
Microservices
•
Event Storming
•
Reactive Architecture
•
Rules Engines
•
Machine Learning
Special thanks to the folks that contributed to this
presentation:
•
Thiaga Manian
•
Raja Chattopadhyay
•
Srini Karlekar
•
Michael Kubiske
•
Will Franklin
•
Frank Showalter


2018 Acquires Confyrm, a digital identity firm
2017 Acquires Notch
2016 Acquires Critical Stack and Paribus
2015 Acquires GE Capital’s Healthcare Financial Services, Level Money
and Monsoon
2014 Acquires Adaptive Path, a digital design leader and AmeriCommerce,
an online e-commerce company
2013 Acquires Beech Street Capital, an originator, underwriter and servicer of
multifamily commercial real estate loans
2012 Acquires ING DIRECT, HSBC US Card portfolio
2010 Enters into card partnerships with Kohl's and Sony in the US and
Hudson's Bay Company and Delta in Canada
2009 Acquires Chevy Chase Bank in the Washington, DC area
2006 Acquires North Fork Bank, one of the largest banks in the New York metro area
2005 Acquires Hibernia National Bank, #1 bank in Louisiana
2002 Launches its Small Business credit card
2000 Introduces slogan, “What’s in your wallet?”
1998 Enters Auto Finance Market
1996 Expands into Canada and the U.K.
1995 Spins off from Signet Bank
1994 Initial Public Offering (IPO)
We have transformed the company into a top 10 bank

Agenda
•
Intro to Rules
•
General capabilities of a Business Rules Management System
•
Overview of Drools
•
Intro to Machine Learning
•
General capabilities of a ML Platform
•
Overview of H2O
•
Guidance on when to use Rules vs ML
•
Different patterns for integrating Rules and ML
•
Using a Microservice & Reactive Architecture Style with Rules & ML
•
Demo
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