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Author's profile photo Abdel DADOUCHE (SAP)

Machine Learning in a Box (week 4) : Get your environment up and running

In case you are catching the train running, here is the link to the introduction blog of the Machine Learning in a Box series which allow you to get the series from the start. At the end of this introduction blog you will find the links for each elements of the series.

Before we get started, a quick recap from last week

Last week, we looked at the algorithm learning styles.I know that for many of you this is a lot of theory and I can already feel the impatience of some of you guys to start writing some.

So I will promise something from now on: do less theory and more hands on!

Welcome to week 4 of Machine Learning in a Box!

Get your environment up and running

There are 2 things that I learned by working with developers:

  • they all have their own set of tools and ways to use and customize them
  • they will try to convince you that their choice is the best

So I won’t try to convince you to use A or B as a tool, except for one thing: SAP HANA, express edition!

SAP HANA, express edition will be at the core of this blog series (at least for now, but we will start looking at other Machine Learning languages and technologies later too).

Hardware Specifications (Sounds really PC Magazine from 90’s kind of section, isn’t it) 

So here is my Machine Learning Box:

Not the big one (which is my SAP machine), but the small one: the Intel NUC!

This little box (the 10 by 10 by 2.5 cm box) contains:

  • a i5-5250U Processor (2 cores)
  • 16 GB of DDR3 RAM
  • 60 GB SSD drive
  • SUSE Linux Enterprise for SAP Applications

The big one (which is really bigger) is a Lenovo P51 which contains:

  • a i7-7820HQ Processor (4 cores)
  • 64 GB of DDR3 RAM
  • a 500 GB + 1TB SSD drives
  • Windows 10 Pro

I use the big one to spin multiple virtual machines to play with larger data set or long running processes.

But don’t get scared, I won’t expect you to have something like the big one, I will always keep in mind to share some minimum & maximum requirements with you if a bigger box is required.

So, the Intel NUC will be my “go to” choice.

If you really don’t have that kind of hardware (even the small one), you will still be able to leverage some of the cloud options.

Which SAP HANA, express edition?

What you will need is a SAP HANA, express edition Server only instance. As simple as that (for the moment)!

If you have a Server + Apps, that’s fine but we won’t leverage the application service for now.

The content I’ll produce will be based on version 2.0 SPS02.

Many of you may already have their SAP HANA, express edition running either locally, as virtual machine, in the cloud or as a container, and that’s great and let’s see if you can use this one.

For those who don’t have an instance running, I invite you to visit the SAP HANA, express edition product page on the SAP Developer Center. There, you will get all the informations to help you decide where you can run it and get your instance up and running in a nutshell.

What next?

Once you have your instance running, you can run the following tutorial: Prepare your SAP HANA, express edition instance for Machine Learning.

You will get to choose what SQL query tool you will plan to work with. I have created content that address more or less every connectivity options (feel free to prove me wrong);

I have a personal preference for the SAP HANA Tools for Eclipse as I also use Eclipse for my Java development projects.

If you plan on using Eclipse, make sure you use either Neon or Oxygen, especially if you want to use the Docker image.

Anything else?

Off course, you will need some text editor, and may be Excel. But that will be it for the moment.

Later, we might start playing with SAP Predictive Analytics or the R studio. In the meantime, let’s keep it simple.


Now, you should have your HXE tenant ready to run algorithms. Next week, we will start uploading some datasets.

(Remember sharing && giving feedback is caring!)

UPDATE: Here are the links to all the Machine Learning in a Box weekly blogs:

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      Author's profile photo Mohammed zahid
      Mohammed zahid

      Hello there,


      I am following your blog and I am able to install Hana Express edition ( server only ) on my machine.

      when I test it works fine ( Hana express edition opens on browser )

      Now when i run any XS command , it gives me error " XS is not a type you can use command -not-found to lookup the package that contains it, like this "

      What is the next step I need to do here, can you tell me ?

      I explore more options of installing Hana client or XCL client, but doesn't work for me .



      Author's profile photo Abdel DADOUCHE (SAP)
      Abdel DADOUCHE (SAP)
      Blog Post Author

      Hi Mohammed zahid ,


      When using the "server only" installation of HXE, you don't get access to the XS environment. You will need to install the  "server + apps" flavour for that.

      With the server only, you will a tool to query your database via SQL. You can install the SAP HANA Tools for Eclipse or use the HDB client to connect and run your SQL queries.

      The XS CLI is only for the XSA environment.


      Author's profile photo Mohammed zahid
      Mohammed zahid

      Hi Abdel DADOUCHE

      Thank you for the information , I got it and understood the difference as well , I am able to run the Hana express edition successfully and when I test , it opens up on browser successfully .

      Will this be sufficient to proceed with your blog ? or do I need to setup more ( like XS envir. etc. )



      Author's profile photo Abdel DADOUCHE (SAP)
      Abdel DADOUCHE (SAP)
      Blog Post Author

      I have build some scenarios that require XSA but you have also plenty without. So it's really a matter of what you want to learn.

      You can get started like that and start exploring, and maybe later add the XSA part to do the rest.

      Author's profile photo Mohammed zahid
      Mohammed zahid


      I have one question  -

      I have been working on SAP Leonardo from 7-8 months and building small poc  ( My Blog -

      I had seen some APIs to use ML service provided by SAP.

      ( eg. -

      I believe your blog is different from ML service cloud ? After implementation you will deploy on the SAP Cloud , right ??

      And is the SAP Cloud foundry ML service have same implementation stages which you describe in your previous blogs ?