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All Blog Posts Tagged '#DeepLearning' (74)

Data Engineers: Nobody Puts Baby in a Corner!

Oh,the lowly data engineer.  Harvard Business Review declared the role of the data scientist as “the sexiest job in the 21stcentury.” But the data engineer labors away in near obscurity acquiring, transforming, enriching, munging and preparing data for the data scientist to do their black magic.

In addition to building data pipelines –…

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Added by Bill Schmarzo on September 26, 2018 at 6:22am — No Comments

Using Confusion Matrices to Quantify the Cost of Being Wrong

There are so many confusing and sometimes even counter-intuitive concepts in statistics.  I mean, come on…even explaining the differences between Null Hypothesis and Alternative Hypothesis can be an ordeal.  All I want to do is to understand and quantify the cost of my analytical models being wrong.

For example, let’s say that I’m a shepherd who has bad eyesight and have a hard time distinguishing between a wolf and a sheep dog.  That’s obviously…

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Added by Bill Schmarzo on September 25, 2018 at 8:42am — 1 Comment

How do you know if you’re getting value from your data?

Perhaps to no one’s surprise, the growth in companies implementing Big Data and Analytics projects continues to climb – as evidenced by the continued growth in data lakes.  As most companies begin to implement their Big Data and Analytics strategy, they struggle to show value for their efforts.  This can come from several areas:

  • According to…
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Added by Bill Schmarzo on September 22, 2018 at 7:08am — No Comments

Aggregated Data Dilemma

Okay, I am weird (tell me something that I don’t know, say most of my friends).  For Christmas I wanted a Nike Apple Watch to go with my existing FitBit and Garmin fitness trackers (I look sort of like a cyborg in the photo below…which is always cool). 

While I was intrigued by the ability to do all sorts of cool things on the…

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Added by Bill Schmarzo on September 18, 2018 at 9:29am — No Comments

Defining AI Not as Important as Exploiting AI

Today’s Artificial Intelligence (AI) discussions remind me of a Steve Martin skit from the early Saturday Night Live days (1979). In the skit titled “What the Hell is that?”, Steve Martin, later joined by Bill Murray, is looking in the distance at something, repeatedly asking the question “What the hell is that?”  The skit reminds me of today’s AI discussions about “What the hell is AI?”, which distracts from…

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Added by Bill Schmarzo on September 18, 2018 at 4:30am — No Comments

3 Stages of Creating Smart

Tomorrow’s market winners will win with the smartest products.  It’s not enough to just build insanely great products; winners must have the smartest products!” – Bill Schmarzo

Okay, that’s a pretty bold statement on my part (especially to challenge the famous Steve Jobs statement about building insanely great products), but then again I’m an analytics dude and think that analytics should be a part of every product and space – smart cities, smart cars, smart…

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Added by Bill Schmarzo on August 22, 2018 at 8:12am — No Comments

Understanding Type I and Type II Errors

Reviving from the dead an old but popular blog on Understanding Type I and Type II Errors

I recently got an inquiry that asked me to clarify the difference between type I and type II errors when doing statistical testing.  Let me use this blog to clarify the difference as well as discuss the potential cost ramifications of type I and type II errors. I have also provided some examples at the end of the blog[1]

In statistical test theory, the…

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Added by Bill Schmarzo on August 18, 2018 at 3:35pm — 2 Comments

Leveraging Agent-based Models (ABM) and Digital Twins to Prevent Injuries

On the surface, preventing injuries to professional-caliber athletes would seem to have little in common with preventing operational failures for a machine (i.e., autonomous vehicle, locomotive, airplane, CT Scan).  However, both athletes and machines deal with inter-twined complex systems (where the interactions of one complex system can have a ripple effect on others) that can have significant impact on their operational effectiveness.

My son Max, the Director of…

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Added by Bill Schmarzo on August 6, 2018 at 11:19am — No Comments

Open Peer-to-Peer Communications to Facilitate Real-time Insights Sharing

My blog “Blockchain + Analytics: Enabling Smart IOT” drew some great feedback asking me to clarify my autonomous vehicle example that used blockchain as a means of near real-time, peer-to-peer communications between clusters of intelligent devices and machines.  But first, some background.

Edge analytics within an Internet of Things (IOT) world is very…

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Added by Bill Schmarzo on August 4, 2018 at 6:08am — No Comments

Importance of Metadata in a Big Data World

Updated from original posted on April 17, 2014

The importance of metadata only continues to grow as organizations are realizing that to fully exploit the business and operational potential of machine learning, deep learning and artificial intelligence requires that the raw data be enhanced with metadata.  And while we have growing volumes of  actual data, there is even more data, or metadata, around the usage and source of the actual data.

Metadata is…

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Added by Bill Schmarzo on July 23, 2018 at 4:30am — No Comments

Digital Transformation Law #6: It’s About Monetizing the Pain

Will I ever get this digital transformation thing right? The more work I do with clients on their digital transformation initiatives, the more I realize how much I don’t know. For example, first there was the “4 Laws of Digital Transformation”:

  • Law #1: It’s About Business Models, Not Just the Business. Digital Transformation is about innovating…
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Added by Bill Schmarzo on July 11, 2018 at 9:02am — No Comments

Unintended Consequences of the Wrong Measures

In an attempt to put the patient first in healthcare, Congress and President Obama in 2015 approved a bipartisan bill for United States healthcare reform. The bill is known as “Medicare Access and CHIP Reauthorization Act of 2015”, or MACRA.  Among the major provisions of MACRA is the Quality Payment Program.  Under the Quality Payment Program, physicians, and nurses receive positive, neutral, or negative Medicare payment adjustments based upon a…

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Added by Bill Schmarzo on June 30, 2018 at 5:00am — 3 Comments

Crossing the Big Data / Data Science Analytics Chasm

The key of any organization’s digital transformation is becoming more effective at leveraging data and analytics to power their business models. That is, how can organizations exploit the growing bounty of internal and external data sources to uncover new sources of customer, product, service, operational and market insights that they can use to optimize key business and operational processes, mitigate compliance and cybersecurity risks, uncover new monetization opportunities,…

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Added by Bill Schmarzo on June 26, 2018 at 6:00am — 2 Comments

Tomorrow’s Digital Transformation Battles Will Be Fought at the Edge

Gartner’s recently released “Magic Quadrant for Industrial IoT Platforms” outlines how organizations can leverage the Internet of Things (IoT) to drive their digital transformation initiatives. In particular, Gartner believes that “By 2020, on-premises Internet of Things (IoT) platforms coupled with edge computing will account for up to 60% of industrial IoT (IIoT) analytics, up from less than 10% today.”[1]

More real-time sensor and…

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Added by Bill Schmarzo on June 20, 2018 at 1:30pm — No Comments

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