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machine learning

Little bit of  a late start for me so I am starting with Geoffrey De Smet from Red Hat talking about constraint planning. He points out that some decisions cannot be easily solved with rules-based approaches – they can be described as decision (and as a DMN decision model in our experience) but not readily [...]

DecisionCAMP 2017: DMN Day

The first day at Decision CAMP 2017 is focused explicitly on the Decision Model and Notation (DMN) standard. Alan Fish introduced the ongoing work on 1.2. He quickly summarizes the new features in 1.1 – such as text annotations and a formal definition of a decision service. Then he went through the new features, starting [...]

When the famous nerd webcomic XKCD pokes fun at how you use technology, it’s probably time to try a different approach. Recently he posted on Machine Learning and took a swipe at the mindless way some people approach machine learning.  His characters discuss a “machine learning system” that involves pouring data into a big pile of linear [...]

First Look: DataRobot

DataRobot is focused on automated machine learning and on helping customers build an AI driven business, especially by focusing on decisions that can be automated using machine learning and other AI technologies. DataRobot was founded in 2012 and currently has nearly 200 staff including 90+ data scientists. Since it was founded, over 200M models have [...]

The Rexer Data Science survey is one of the best and longest running polls of data mining, analytic and data science professionals. I regularly refer to it and blog about it. It’s time to take this year’s survey – and the survey is aimed at all analytic people, no matter whether they consider themselves to be Data Analysts, [...]

SAP BusinessObjects Predictive Analytics 3.1 is the current release of the SAP predictive analytic suite. Like most in the analytics space, SAP sees its clients struggling to make use of massive amounts of data that are newly available while facing ever increasing business expectations, faster business decision cycles and an analytical skill gap. SAP therefore [...]

First Look: Reltio Cloud

Reltio Cloud is a modern data management Platform as a Service (PaaS) company focused on delivering data-driven applications, founded in 2011 by folks from Siperian which was acquired by Informatica. Unlike most data integration and MDM platforms, which are IT-focused, Reltio’s mission to make it possible for business and IT teams in enterprises to “Be [...]

I am presenting at DecisionCAMP 2017 – The Role of Decision Models in Analytic Excellence – at 11:25am, Thursday July 14 Organizations are increasingly investing in data analytics to improve decision-making. Dashboards, self-service BI, data mining, predictive analytics, machine learning and cognitive technologies are being evaluated, deployed and used as organizations push to adopt data-driven [...]

Ginni Rometty kicked off day two of the IBM Interconnect conference, with a pitch that cloud is changing IT, business and indeed society. Cloud, and the IBM Cloud in particular, she says will allow a new generation of business and change the world. Cloud is already 17% of IBM’s business and clearly Ginni sees this [...]

First Look: Conductrics 3.0

I caught up with the folks from Conductrics to learn about their 3.0 release (I have blogged about Conductrics before). Conductrics has been in the decision optimization business for many years now. At its core Conductrics is about assigning customers to experiences. They recently released 3.0 with some new features. Conductrics Express is a point-and-click [...]

BPM Skills in 2017: Hot or Not?

Zbigniew Misiak posted a great set of tips from practitioners BPM Skills in 2017 – Hot or Not – with my contribution here.  This is a great way to get some quick advice from a wide range of practitioners and experts. As someone with a particular focus on decision management and decision modeling I was struck [...]

I am giving a webinar with the International Institute for Analytics on Bringing Clarity to Analytics Projects with Decision Modeling: A Case Study on February 2 at Noon Eastern To succeed, an analytics or data science team must effectively engage with business experts who are often inexperienced with advanced analytics, machine learning and data science. They need a [...]

Tom Davenport had a great article recently on Data Informed – “Printing Money” with Operational Machine Learning. His intro paragraph is great: Organizations have made large investments in big data platforms, but many are struggling to realize business value. While most have anecdotal stories of insights that drive value, most still rely only upon storage cost [...]

An additional blog post here on a session at Building Business Capability that I missed – Business Analysis for Data Science teams. I know Susan Meyer who presented it and we talked several times about her presentation. It’s a really key topic so I wanted to present a summary. Here goes: There is a lot [...]

One of the announcements at IBM’s World of Watson is of the new Watson Machine Learning Service. I got a chance to ask a few questions about this new capability. A couple of key elements emerged regarding the current platform and the immediate announcement. First, some context. The Watson Data Platform (also announced at World of [...]

Continuing in the analyst program at IBM’s World of Watson event with Beth Smith, GM Offerings and Technology for IBM Watson, introducing some Watson elements for Conversation – one of the four C’s of Watson (Cloud, Content, Compute and Conversation). Watson, at its core, is about finding knowledge in noisy data at enormous scale. Watson listens to [...]

I am attending IBM’s World of Watson and will be blogging as much as I can. First up is a two-part session on Advanced Analytics and how you can put advanced analytics at the heart of a Cognitive strategy. Paul Zikopoulos kicked things off talking about the potential for data to transform business and the [...]

Jerome Boyer of IBM presented a methodology – Best Practices for Managing a Cognitive Business Operations (CBO) Journey Proven Method. Cognitive, in this context, is about extracting intent from unstructured text using natural language and thus improve process execution. By adding Watson services to a BPM/ODM installation, organizations can improve interactions, improve assignments, improve advice and deliver faster reactions. For [...]

First Look: Enova Decisions

Enova Decisions was launched in January of 2016 as an outgrowth of Enova International’s existing technology and analytics capabilities, which are used to offer online consumer and small business loans to 11 brands in six countries including NetCredit and Headway Capital. Launched in 2004 as an online lender, Enova does all its own analytics for [...]

First Look: DMWay

I got a briefing from a new predictive analytics vendor, DMWay. DMWay was founded in 2014 based on significant research over the previous decades. DMWay had a first VC round in 2015, have 20+ employees and dozens of customers. DMWay is focused on democratizing data science and automating machine learning so that those with business [...]