• Hi guys, continuing my previous experiments, I have now set aside AWS Machine Learning for a while and turned towards the SAP HANA Cloud Platform. SAP HCP also offers Machine Learning capabilities under the label of "Predictive Analysis". I was reading a bit and found out about additional capabilities to the prediction like introspection mechanisms on the models you create within SAP HCP Predictive Analysis like, finding key influencing factors for target figures in your data. This so far is not offered by Amazon's Machine Learning, so it got...

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  • Hi guys, extending my previous article about "Using AWS Machine Learning from ABAP to predict runtimes" I have now been able to extend the ABAP based API to create models from ABAP internal tables (which is like a collection of records, for the Non-ABAPers ;-). This basically enables ABAP developers to utilize Machine Learning full cycle without ever having to leave their home turf or worry about the specifics of the AWS Machine Learning implementations. My use case still is the same: Predicting runtimes of the SNP System Scan based on well...

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  • Happy new year everybody! Today I tried out Amazon's Machine Learning capabilities. After running over the basic AWS Machine Learning tutorial and getting to know how the guys at AWS deal with the subject I got quite exited. Everythings sounds quite easy: Prepare example data in a single CSV file with good and distinct features for test and training purposes Create a data source from that CSV file, which basically means verifying that the column types were detected correctly and specifying a result column.  Create a Machine Learning...

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  • It's amazing how quickly the AI topic develops. In the past few months, I have seens so much new stuff emerging. When I first saw this, I was amazed (happens a lot lately - maybe I am just too easy to motivate ;-). Then I thought: well voice enabled computing isn't new really, I mean all the hotlines do it. So while the Conversion UI basically serves the same purpose as traditional hotline conversation machines, the new thing about  it is really the context based natural language interaction opposed to: request - response that it was in...

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  • What I stumbled across a lot lately is the issue of clearly identifying business problems that are applicable to machine learning, especially opposed to traditional programming solutions... The openSAP course "Enterprise Machine Learning in a Nutshell" does an excellent job in exactly that! I will probably dive much deeper into this topic - many of my companies issues in knowledge management seem to be perfectly applicable to machine learning. Many issues in that field are regarding classification, that enable effective communication of knowlege...

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Saturday, January 21, 2017

Using SAP HANA Cloud Plattform from ABAP to find root causes for runtime bottlenecks

Hi guys, continuing my previous experiments, I have now set aside AWS Machine Learning for a while and turned towards the SAP HANA Cloud Platform. SAP HCP also offers Machine Learning capabilities under the label of "Predictive Analysis". I was reading a bit and found out about additional capabilities to the prediction like introspection mechanisms on the models you create within SAP HCP Predictive Analysis like, finding key influencing factors...

Tuesday, January 17, 2017

Synthesizing your voice: WaveNet by Google DeepMind

I remember the day (somewhen in the 90s), when computer generated voices sounded - well synthetic. Today you can still tell the difference between a human and a machine speaking to you. Although they have gotten very good. On the other hand, it's probably good that you can tell a difference. Think about all the implicit expectations, that we would have, if we'd thought a human was speaking to us... But then on the other hand, think about how much already existing content that exists in text form we can leverage given we have a natural sounding...

Thursday, January 05, 2017

Creating AWS Machine Learning Models from ABAP

Hi guys, extending my previous article about "Using AWS Machine Learning from ABAP to predict runtimes" I have now been able to extend the ABAP based API to create models from ABAP internal tables (which is like a collection of records, for the Non-ABAPers ;-). This basically enables ABAP developers to utilize Machine Learning full cycle without ever having to leave their home turf or worry about the specifics of the AWS Machine Learning implementations. My...

Machine Learning Recipes

A cool series for learning the principles of machine learning... ...

Sunday, January 01, 2017

Using AWS Machine Learning from ABAP to predict runtimes

Happy new year everybody! Today I tried out Amazon's Machine Learning capabilities. After running over the basic AWS Machine Learning tutorial and getting to know how the guys at AWS deal with the subject I got quite exited. Everythings sounds quite easy: Prepare example data in a single CSV file with good and distinct features for test and training purposes Create a data source from that CSV file, which basically means verifying that the column...

Friday, December 09, 2016

Voice User Interface - The New UI

It's amazing how quickly the AI topic develops. In the past few months, I have seens so much new stuff emerging. When I first saw this, I was amazed (happens a lot lately - maybe I am just too easy to motivate ;-). Then I thought: well voice enabled computing isn't new really, I mean all the hotlines do it. So while the Conversion UI basically serves the same purpose as traditional hotline conversation machines, the new thing about  it is really the context based natural language interaction opposed to: request - response that it was in...

Tuesday, November 29, 2016

Enterprise Machine Learning in a Nutshell

What I stumbled across a lot lately is the issue of clearly identifying business problems that are applicable to machine learning, especially opposed to traditional programming solutions... The openSAP course "Enterprise Machine Learning in a Nutshell" does an excellent job in exactly that! I will probably dive much deeper into this topic - many of my companies issues in knowledge management seem to be perfectly applicable to machine learning....

Thursday, November 17, 2016

A.I. Experiments

Sometimes I stumble across things that are just jaw dropping. I have read a lot of articles and watched a lot of YouTube videos about AI. Google has great platforms and technology to power this, but what really is fascinating when you find something that steps from behind the glass wall of "me staring at it astonished" to "oh, hi there, let's play". This is what A.I. Experiments is. An experimental Site where you can find an A.I. driven virtual playground. It may seem a little childish at first but then again children grow up really fast and...