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Sing Koo
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  • Cupertino, CA
  • United States
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Sing Koo posted a blog post

Natural Language Understanding (NLU) in Fraud Risk Management – a case study

I.  IntroductionThis is a continuation of my previous blog, “Natural Language Understanding – Application Notes with Context Discriminant”. Background:Natural Language Understanding (NLU) is a subtopic of Natural Language Processing (NLP). Successful implementations of NLU are difficult because of limitations in prevailing technology. SiteFocus solved these limitations with a new approach to NLU. This approach has been successfully implemented into a commercial solution called Communications in…See More
Apr 11
Sing Koo commented on William Vorhies's blog post Robots Behaving Badly
"AI should not be just about mimicking human behavior in a limited sense (Amazon Echo alike is an example of dumb AI). Deep Learning is flaw when applied as a technology for building "autonomous" anything. It is a sophisticated way of…"
Dec 28, 2017
Clark Kennedy commented on Sing Koo's blog post Natural Language Understanding (NLU) in Fraud Risk Management – a case study
"I think your work is very useful! Nowadays every human must know how to use Natural Language Understanding. From children to old people without no exceptions.  But i think it may be easy to understand all your classes, but also may be difficult…"
Nov 23, 2017
Sing Koo commented on Amelia Matteson's blog post Deep Learning for Natural Language Processing: Tutorials with Jupyter Notebooks
"Classification of documents is a good NLP use case, but this work is moving further away from the goal of acquiring the semantics of documents rather than just "typing" it. This is where ML reach its limit. What if there are documents…"
Nov 23, 2017
Phil Wu liked Sing Koo's blog post Natural Language Understanding – Application Notes with Context Discriminant
Nov 13, 2017
Sing Koo's blog post was featured

Natural Language Understanding (NLU) in Enterprise – Digesting IPO Prospectus

IntroductionBusiness ventures based on existing or disruptive business models taking on the route of Initial Public Offering are always a challenge to investors who want to profit from early investment into those would be “unicorn IPO”. A good investment may get worse before it gets better. Others may get worse and never recover. Aside from the macroeconomics and consumer trends that could affect the outcome of such investments, the fundamentals of these new public offerings are presented by…See More
Oct 31, 2017
Sing Koo posted a blog post

Natural Language Understanding (NLU) in Enterprise – Digesting IPO Prospectus

IntroductionBusiness ventures based on existing or disruptive business models taking on the route of Initial Public Offering are always a challenge to investors who want to profit from early investment into those would be “unicorn IPO”. A good investment may get worse before it gets better. Others may get worse and never recover. Aside from the macroeconomics and consumer trends that could affect the outcome of such investments, the fundamentals of these new public offerings are presented by…See More
Oct 31, 2017
Sing Koo updated their profile
Oct 11, 2017
Sing Koo posted blog posts
Oct 9, 2017
Sing Koo's 2 blog posts were featured
Oct 9, 2017
Duane Baker liked Sing Koo's blog post Towards Artificial General Intelligence in Enterprise – Data Science Driven by Statistics Requires New Qualitative Analytics to Model Disruptive Changes
Sep 15, 2017
Vinod Sharma liked Sing Koo's blog post Towards Artificial General Intelligence in Enterprise – Data Science Driven by Statistics Requires New Qualitative Analytics to Model Disruptive Changes
Sep 15, 2017
Sing Koo's blog post was featured

Artificial Intelligence in Enterprise - Robo-Management Consulting is a Reality

IntroductionMuch of the recent AI revolution has been focused on automation through big data and/or sensors and feedback into neural networks. The resulting applications are highly valuable to businesses and consumers. They improve quality of life by optimizing labor and resources. However, these applications fall short when it comes to handling human reasoning. Much of the rationale behind the operation of these systems are implicitly embedded in the data. In this article, I explored a…See More
Jun 22, 2017
Sing Koo posted a blog post

Artificial Intelligence in Enterprise - Robo-Management Consulting is a Reality

IntroductionMuch of the recent AI revolution has been focused on automation through big data and/or sensors and feedback into neural networks. The resulting applications are highly valuable to businesses and consumers. They improve quality of life by optimizing labor and resources. However, these applications fall short when it comes to handling human reasoning. Much of the rationale behind the operation of these systems are implicitly embedded in the data. In this article, I explored a…See More
Jun 22, 2017
Sing Koo posted a blog post

Artificial Intelligence in Enterprise – Using Meta-Vision to Disrupt Business Models for Products and Service

IntroductionEnterprise business models evolve over time for many reasons. The Internet has been a key factor driving enterprise business model change in recent years. The recent popularity of smartphones has disrupted consumer habits in travel, investment, entertainment, communication, social engagement, dining, shopping and many daily activities. Consequently, enterprises have been forced to change their business models. While some changes are progressive, others are disruptive. We have seen…See More
Jun 3, 2017
Sing Koo's blog post was featured

Artificial Intelligence in Enterprise – Using Meta-Vision to Disrupt Business Models for Products and Service

IntroductionEnterprise business models evolve over time for many reasons. The Internet has been a key factor driving enterprise business model change in recent years. The recent popularity of smartphones has disrupted consumer habits in travel, investment, entertainment, communication, social engagement, dining, shopping and many daily activities. Consequently, enterprises have been forced to change their business models. While some changes are progressive, others are disruptive. We have seen…See More
Jun 3, 2017

Profile Information

Short Bio
Worked with AI, big data analytics for over 30 years, developed high performance solutions for realtime cyber security analytics, sentiment analytics, and innovated artificial intelligence with symbolic logic to augment machine learning.
My Web Site Or LinkedIn Profile
http://www.sitefocus.com
Professional Status
C-Level
Years of Experience:
45
Your Company:
SiteFocus
Industry:
Analytics
Your Job Title:
CTO
How did you find out about DataScienceCentral?
LinkedIn
Interests:
Networking, New venture
What is your Favorite Data Mining or Analytical Website?
http://www.sitefocus.com

Sing Koo's Blog

Natural Language Understanding (NLU) in Fraud Risk Management – a case study

Posted on April 10, 2018 at 1:30pm 1 Comment

I.  Introduction

This is a continuation of my previous blog, “Natural Language Understanding – Application Notes with Context Discriminant”. 

Background:

Natural Language Understanding (NLU) is a subtopic of Natural Language Processing (NLP). Successful implementations of NLU are difficult because of limitations in prevailing technology. SiteFocus solved these limitations with a new approach to NLU. This approach has been successfully…

Continue

Natural Language Understanding (NLU) in Enterprise – Digesting IPO Prospectus

Posted on October 31, 2017 at 2:30am 0 Comments

Introduction

Business ventures based on existing or disruptive business models taking on the route of Initial Public Offering are always a challenge to investors who want to profit from early investment into those would be “unicorn IPO”. A good investment may get worse before it gets better. Others may get worse and never recover. Aside from the macroeconomics and consumer trends that could affect the outcome of such investments, the fundamentals of these new public offerings…

Continue

Natural Language Understanding – Application Notes with Context Discriminant

Posted on October 6, 2017 at 1:00pm 0 Comments

Introduction

Deep Learning can be used to automate just about every repetitive task that is currently or formerly performed by humans. Factory robots, autonomous cars, Internet of Things are example of these automations. Yet, mentally challenging tasks such as conducting research or strategic planning with natural language textual documents remain a daunting task for automation. We look into the root cause of this challenge and have implemented a solution to automate these…

Continue

Towards Artificial General Intelligence in Enterprise – Data Science Driven by Statistics Requires New Qualitative Analytics to Model Disruptive Changes

Posted on September 10, 2017 at 4:00pm 0 Comments

Who’s this article for:

This blog is intended for enterprise data analysts, line of business users, and data practitioners who work with qualitative and quantitative data in decision-making.

How enterprise currently use data science and business intelligence today

Quantitative analytics based on statistical models predict outcome with data models built from historical datasets using machine-learning algorithms 

  • Enterprise managers use…
Continue

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