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IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyondthe traditional.
INOVEX GMBH: IT-DIENSTLEISTUNG inovex ist ein innovations- und qualitätsgetriebenes IT-Projekthaus mit dem Leistungsschwerpunkt „Digitale Transformation“. HYBRID METHODS FOR TIME SERIES FORECASTING DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9 changelog.The VMware customization feature modifies the guest operating system of a newly created virtual machine to prevent having hosts in a network MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
BUILDING A GRAPHQL EXAMPLE APPLICATION WITH GOLANG Why 99designs/gqlgen and not graphql-go/graphql? At the time of writing this article the 99designs/gqlgen library has around 5k Github stars vs 6.9k stars for graphql-go/graphql, and the latter is most likely the first link you’ll find when you Google for “go graphql”.While the number of Github stars is only a loose indication of how popular a library is, in this case both of them have a FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
PROGRESSIVE WEB APPS VS. WEBAPKS: EXPLAINED What is a WebAPK? WebAPKs are Google’s latest effort to integrate Progressive Web Apps even deeper into the Android mobile operating system.. The idea is that a Progressive Web App can be packaged to an APK (Android application package) by a back-end Chrome server, which will then be downloaded and installed on the Android device, in order to make web applications a ‘first-class’ A COMPARISON OF MINIMALISTIC DOCKER OPERATING SYSTEMS The first time you try Ubuntu Core you will notice that you need an Ubuntu account.The Ubuntu account will be used for the initial provisioning of the ssh keys.. RancherOS. When we started the RancherOS project, we set out to build a minimalist Linux distributionthat
COMPARING CLOUD PROVIDERS: AMAZON VS. GOOGLE VS. MICROSOFT Comparing the three big public cloud providers (Amazon, Google and Microsoft) in a reproducible way. We'll take a look at the IaaSofferings.
IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyondthe traditional.
INOVEX GMBH: IT-DIENSTLEISTUNG inovex ist ein innovations- und qualitätsgetriebenes IT-Projekthaus mit dem Leistungsschwerpunkt „Digitale Transformation“. HYBRID METHODS FOR TIME SERIES FORECASTING DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9 changelog.The VMware customization feature modifies the guest operating system of a newly created virtual machine to prevent having hosts in a network MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
BUILDING A GRAPHQL EXAMPLE APPLICATION WITH GOLANG Why 99designs/gqlgen and not graphql-go/graphql? At the time of writing this article the 99designs/gqlgen library has around 5k Github stars vs 6.9k stars for graphql-go/graphql, and the latter is most likely the first link you’ll find when you Google for “go graphql”.While the number of Github stars is only a loose indication of how popular a library is, in this case both of them have a FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
PROGRESSIVE WEB APPS VS. WEBAPKS: EXPLAINED What is a WebAPK? WebAPKs are Google’s latest effort to integrate Progressive Web Apps even deeper into the Android mobile operating system.. The idea is that a Progressive Web App can be packaged to an APK (Android application package) by a back-end Chrome server, which will then be downloaded and installed on the Android device, in order to make web applications a ‘first-class’ A COMPARISON OF MINIMALISTIC DOCKER OPERATING SYSTEMS The first time you try Ubuntu Core you will notice that you need an Ubuntu account.The Ubuntu account will be used for the initial provisioning of the ssh keys.. RancherOS. When we started the RancherOS project, we set out to build a minimalist Linux distributionthat
COMPARING CLOUD PROVIDERS: AMAZON VS. GOOGLE VS. MICROSOFT Comparing the three big public cloud providers (Amazon, Google and Microsoft) in a reproducible way. We'll take a look at the IaaSofferings.
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSE A downside of the ODE based models is that the solution to an ordinary differential equation is determined by its initial condition. The follow-up work deals with this issue using the controlled differential equations and sets the new state of the art.The newly introduced Neural CDE outperforms ODE-RNNs and GRU-D models on CharacterTrajectories, PhysioNet, and Speech MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMS Parking lot occupancy detection system. For the image classification approach, the work by Amato et al. called „Deep Learning for Decentralized Parking Lot Occupancy Detection“ was used as baseline. The authors proposed the mAlexNet architecture, a reduced version of the well-known AlexNet.They managed to reduce AlexNet, comprising over 60 Mio. parameters, to under 90 000 FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE This blogpost evaluates three different Federated Learning frameworks and the concepts they use to achieve a collaborative training. With Federated Learning, numerous previously unusable sensitive data sources now can be used for collaborative Machine Learning. THE EDGE IS NEAR: AN INTRODUCTION TO EDGE COMPUTING The above picture shows a typical Edge Computing architecture. It is defined by a hierarchy of computing power and latency, both of which are highest on the top level and decreasing downwards. GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
FEDERATED LEARNING: A GUIDE TO COLLABORATIVE TRAINING WITH Nowadays, access to high-quality real-world data has a major impact on the success of data-driven projects, as the quality of a Machine Learning solution strongly depends on A COMPARISON OF MINIMALISTIC DOCKER OPERATING SYSTEMS The first time you try Ubuntu Core you will notice that you need an Ubuntu account.The Ubuntu account will be used for the initial provisioning of the ssh keys.. RancherOS. When we started the RancherOS project, we set out to build a minimalist Linux distributionthat
HOW TO MANAGE MACHINE LEARNING MODELS In the past few moths a slew of Machine Learning management platforms arose. In this article we have a look at ModelDB which supports data scientists by keeping track of models, datasources and parameters. If you use scikit-learn or SparkML it promises easy integration and offers additional visualisation tools. USING HASHICORP VAULT WITH TERRAFORM In this post we will show you how we manage our HashiCorp Vault in a complex environment with many secrets, policies and Private Key Infrastructures (PKIs) using Terraform. Come join us on the journey from barely maintainable bash scripts to terraform and learn from ourexperience.
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
HYBRID METHODS FOR TIME SERIES FORECASTING DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONTSEE MORE ONINOVEX.DE
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
BUILDING A GRAPHQL EXAMPLE APPLICATION WITH GOLANG Why 99designs/gqlgen and not graphql-go/graphql? At the time of writing this article the 99designs/gqlgen library has around 5k Github stars vs 6.9k stars for graphql-go/graphql, and the latter is most likely the first link you’ll find when you Google for “go graphql”.While the number of Github stars is only a loose indication of how popular a library is, in this case both of them have a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
HYBRID METHODS FOR TIME SERIES FORECASTING DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONTSEE MORE ONINOVEX.DE
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
BUILDING A GRAPHQL EXAMPLE APPLICATION WITH GOLANG Why 99designs/gqlgen and not graphql-go/graphql? At the time of writing this article the 99designs/gqlgen library has around 5k Github stars vs 6.9k stars for graphql-go/graphql, and the latter is most likely the first link you’ll find when you Google for “go graphql”.While the number of Github stars is only a loose indication of how popular a library is, in this case both of them have a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection.IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSE A downside of the ODE based models is that the solution to an ordinary differential equation is determined by its initial condition. The follow-up work deals with this issue using the controlled differential equations and sets the new state of the art.The newly introduced Neural CDE outperforms ODE-RNNs and GRU-D models on CharacterTrajectories, PhysioNet, and Speech GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. USING HASHICORP VAULT WITH TERRAFORM Using HashiCorp Vault with Terraform. In this post we will show you how we manage our HashiCorp Vault in a complex environment with many secrets, policies and Private Key Infrastructures (PKIs) using Terraform. Come join us on the journey from barely maintainable bash scripts to terraform and learn from our experience. HOW TO MANAGE MACHINE LEARNING MODELS In the past few moths a slew of Machine Learning management platforms arose. In this article we have a look at ModelDB which supports data scientists by keeping track of models, datasources and parameters. If you use scikit-learn or SparkML it promises easy integration and offers additional visualisation tools. FEDERATED LEARNING: A GUIDE TO COLLABORATIVE TRAINING WITH Federated Learning enables training on sensitive data of multiple data holders without sharing the data itself. Participants holding data of the structure and semantics take part in the federated training process to collaboratively train a model. Here are some examples giving an idea about possible areas of application: Owners ofproduction
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection. COMPARING CLOUD PROVIDERS: AMAZON VS. GOOGLE VS. MICROSOFT The criterion Sizing is based on the number and range of supported instance types. Amazon offers many instance types (29) where customers can choose between 1–32 CPUs and 0.5–244 GB RAM. Google only offers 18 different types with 1–32 CPUs and 0.6–208GB RAM. ANDROID GRAPHICS PIPELINE: FROM BUTTON TO FRAMEBUFFER (PART 1) Android Graphics Pipeline: From Button to Framebuffer (Part 1) In this mini-series of blog articles we want to shed some light on the internals of the Android Graphics Pipeline. Google itself already released some insights and documentation on the subject such as the beautiful Google I/O 2012 talk For Butter or Worse by Chet Haase andRomain
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
HYBRID METHODS FOR TIME SERIES FORECASTING DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONTSEE MORE ONINOVEX.DE
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
BUILDING A GRAPHQL EXAMPLE APPLICATION WITH GOLANG Why 99designs/gqlgen and not graphql-go/graphql? At the time of writing this article the 99designs/gqlgen library has around 5k Github stars vs 6.9k stars for graphql-go/graphql, and the latter is most likely the first link you’ll find when you Google for “go graphql”.While the number of Github stars is only a loose indication of how popular a library is, in this case both of them have a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
HYBRID METHODS FOR TIME SERIES FORECASTING DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONTSEE MORE ONINOVEX.DE
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
BUILDING A GRAPHQL EXAMPLE APPLICATION WITH GOLANG Why 99designs/gqlgen and not graphql-go/graphql? At the time of writing this article the 99designs/gqlgen library has around 5k Github stars vs 6.9k stars for graphql-go/graphql, and the latter is most likely the first link you’ll find when you Google for “go graphql”.While the number of Github stars is only a loose indication of how popular a library is, in this case both of them have a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection.IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSE A downside of the ODE based models is that the solution to an ordinary differential equation is determined by its initial condition. The follow-up work deals with this issue using the controlled differential equations and sets the new state of the art.The newly introduced Neural CDE outperforms ODE-RNNs and GRU-D models on CharacterTrajectories, PhysioNet, and Speech GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. USING HASHICORP VAULT WITH TERRAFORM Using HashiCorp Vault with Terraform. In this post we will show you how we manage our HashiCorp Vault in a complex environment with many secrets, policies and Private Key Infrastructures (PKIs) using Terraform. Come join us on the journey from barely maintainable bash scripts to terraform and learn from our experience. HOW TO MANAGE MACHINE LEARNING MODELS In the past few moths a slew of Machine Learning management platforms arose. In this article we have a look at ModelDB which supports data scientists by keeping track of models, datasources and parameters. If you use scikit-learn or SparkML it promises easy integration and offers additional visualisation tools. FEDERATED LEARNING: A GUIDE TO COLLABORATIVE TRAINING WITH Federated Learning enables training on sensitive data of multiple data holders without sharing the data itself. Participants holding data of the structure and semantics take part in the federated training process to collaboratively train a model. Here are some examples giving an idea about possible areas of application: Owners ofproduction
ANOMALY DETECTION: (DIS-)ADVANTAGES OF K-MEANS CLUSTERING In the previous post we talked about network anomaly detection in general and introduced a clustering approach using the very popular k-means algorithm. In this blog post we will show you some of the advantages and disadvantages of using k-means. Furthermore we will give a general overview about techniques other than clustering which can be used for anomaly detection. COMPARING CLOUD PROVIDERS: AMAZON VS. GOOGLE VS. MICROSOFT The criterion Sizing is based on the number and range of supported instance types. Amazon offers many instance types (29) where customers can choose between 1–32 CPUs and 0.5–244 GB RAM. Google only offers 18 different types with 1–32 CPUs and 0.6–208GB RAM. ANDROID GRAPHICS PIPELINE: FROM BUTTON TO FRAMEBUFFER (PART 1) Android Graphics Pipeline: From Button to Framebuffer (Part 1) In this mini-series of blog articles we want to shed some light on the internals of the Android Graphics Pipeline. Google itself already released some insights and documentation on the subject such as the beautiful Google I/O 2012 talk For Butter or Worse by Chet Haase andRomain
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONTSEE MORE ONINOVEX.DE
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY INSEE MORE ONINOVEX.DE
DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONTSEE MORE ONINOVEX.DE
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY INSEE MORE ONINOVEX.DE
DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
HYBRID METHODS FOR TIME SERIES FORECASTING Hybrid time series forecasting methods promise to advance time series forecasting by combining the best aspects of statistics and machine learning. This blog post gives a deeper understanding of the different approaches to forecasting and seeks to give hints on choosing an appropriate algorithm. WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root. MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMS Parking lot occupancy detection system. For the image classification approach, the work by Amato et al. called „Deep Learning for Decentralized Parking Lot Occupancy Detection“ was used as baseline. The authors proposed the mAlexNet architecture, a reduced version of the well-known AlexNet.They managed to reduce AlexNet, comprising over 60 Mio. parameters, to under 90 000 HOW TO SET UP A K3S CLUSTER ON WIREGUARD This blog post is a tutorial on how to set up a WireGuard network using Raspberry Pis for a K3s cluster, with each device connected to a central cloud virtual machine (VM). GRAFANA ANNOTATIONS WITH PROMETHEUS (A DEEP DIVE) Grafana is often used in conjunction with Prometheus to visualize time series and compose dashboards for monitoring purposes. In this blog article, I will dive deep into the specifics of Grafana annotations for data that does not fit into time series graphs – and how to use them with Prometheus as a FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. COMPARING CLOUD PROVIDERS: AMAZON VS. GOOGLE VS. MICROSOFT The criterion Sizing is based on the number and range of supported instance types. Amazon offers many instance types (29) where customers can choose between 1–32 CPUs and 0.5–244 GB RAM. Google only offers 18 different types with 1–32 CPUs and 0.6–208GB RAM. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY IN Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY IN Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
ARTIFICIAL INTELLIGENCE ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
RECOMMENDER SYSTEMS ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. HYBRID METHODS FOR TIME SERIES FORECASTING Hybrid time series forecasting methods promise to advance time series forecasting by combining the best aspects of statistics and machine learning. This blog post gives a deeper understanding of the different approaches to forecasting and seeks to give hints on choosing an appropriate algorithm. WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root. HOW TO SET UP A K3S CLUSTER ON WIREGUARD This blog post is a tutorial on how to set up a WireGuard network using Raspberry Pis for a K3s cluster, with each device connected to a central cloud virtual machine (VM). FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. GRAFANA ANNOTATIONS WITH PROMETHEUS (A DEEP DIVE) Grafana is often used in conjunction with Prometheus to visualize time series and compose dashboards for monitoring purposes. In this blog article, I will dive deep into the specifics of Grafana annotations for data that does not fit into time series graphs – and how to use them with Prometheus as a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY IN Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY IN Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
ARTIFICIAL INTELLIGENCE ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
RECOMMENDER SYSTEMS ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. HYBRID METHODS FOR TIME SERIES FORECASTING Hybrid time series forecasting methods promise to advance time series forecasting by combining the best aspects of statistics and machine learning. This blog post gives a deeper understanding of the different approaches to forecasting and seeks to give hints on choosing an appropriate algorithm. WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root. HOW TO SET UP A K3S CLUSTER ON WIREGUARD This blog post is a tutorial on how to set up a WireGuard network using Raspberry Pis for a K3s cluster, with each device connected to a central cloud virtual machine (VM). FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. GRAFANA ANNOTATIONS WITH PROMETHEUS (A DEEP DIVE) Grafana is often used in conjunction with Prometheus to visualize time series and compose dashboards for monitoring purposes. In this blog article, I will dive deep into the specifics of Grafana annotations for data that does not fit into time series graphs – and how to use them with Prometheus as a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY IN Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MOREON INOVEX.DE
DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY IN Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
ARTIFICIAL INTELLIGENCE ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
RECOMMENDER SYSTEMS ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. HYBRID METHODS FOR TIME SERIES FORECASTING Hybrid time series forecasting methods promise to advance time series forecasting by combining the best aspects of statistics and machine learning. This blog post gives a deeper understanding of the different approaches to forecasting and seeks to give hints on choosing an appropriate algorithm. WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root. HOW TO SET UP A K3S CLUSTER ON WIREGUARD This blog post is a tutorial on how to set up a WireGuard network using Raspberry Pis for a K3s cluster, with each device connected to a central cloud virtual machine (VM). FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. GRAFANA ANNOTATIONS WITH PROMETHEUS (A DEEP DIVE) Grafana is often used in conjunction with Prometheus to visualize time series and compose dashboards for monitoring purposes. In this blog article, I will dive deep into the specifics of Grafana annotations for data that does not fit into time series graphs – and how to use them with Prometheus as a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGEDOCKER HOST NETWORKDOCKER NETWORK CREATEDOCKER NETWORK IPDOCKER PLUGIN INSTALLDOCKER RUN NETWORK HOSTDOCKER VOLUME PLUGIN 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUDARGO CI CDARGOSCD PLAYER
Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MORE ON INOVEX.DEAZURE SQL DATA WAREHOUSE ARCHITECTUREAZURE SQL DATA WAREHOUSE DOCUMENTATIONAZURE SQL DATA WAREHOUSE LIMITATIONSAZURE SQL DATA WAREHOUSE PRICINGAZURE SQL DATA WAREHOUSE SECURITY DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY INDATA ENTROPYENTROPY MEASURE DISORDERENTROPY MEASURES ENERGYENTROPY MEASURES ENERGYENTROPY MEASURES QUIZLETHOW TO FIND ENTROPY Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
INOVEX GMBH: IT-DIENSTLEISTUNG Das ist inovex. Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wennsie weiterhin
DATA SCIENCE IN PRODUCTION: PACKAGING, VERSIONING & CONT Bringing data science to production is a hot topic right now and there are many facets to it. This is the first in a series of posts about data science in production where we focus on aspects of modern software engineering like packaging, versioning as well as Continuous Integration in general. Packages vs. Scripts. Packaging andVersioning.
WWW.INOVEX.DETRANSLATE THIS PAGEDOCKER HOST NETWORKDOCKER NETWORK CREATEDOCKER NETWORK IPDOCKER PLUGIN INSTALLDOCKER RUN NETWORK HOSTDOCKER VOLUME PLUGIN 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root.IT-DIENSTLEISTUNG
A packaged and installed Progressive Web App (WebAPK) gains the following features: The application can be found in the Android app drawer. It is listed in the ‘All apps’ section, which can be found in the settings. It does have its own ‘App info’, just as native apps do. In screenshot (3) in the section above you can see that an SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUDARGO CI CDARGOSCD PLAYER
Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes. 6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION RETHINKING MODERN DATA WAREHOUSE WITH AZURE ANALYSIS SERVICESSEE MORE ON INOVEX.DEAZURE SQL DATA WAREHOUSE ARCHITECTUREAZURE SQL DATA WAREHOUSE DOCUMENTATIONAZURE SQL DATA WAREHOUSE LIMITATIONSAZURE SQL DATA WAREHOUSE PRICINGAZURE SQL DATA WAREHOUSE SECURITY DEPLOYING WINDOWS SERVER WITH FOREMAN IN VSPHERE The first step to prepare Windows deployment is to add a new compute resource of type „VMware“: Here we make use of Fog, a library that provides management of virtual resources for private and public IaaS/SaaS (a.k.a. Cloud) providers. With the most recent release of Foreman, we get Fog 1.32 which is also listed in the Foreman 1.9changelog.
THE MYSTERY OF ENTROPY: MEASURING UNPREDICTABILITY INDATA ENTROPYENTROPY MEASURE DISORDERENTROPY MEASURES ENERGYENTROPY MEASURES ENERGYENTROPY MEASURES QUIZLETHOW TO FIND ENTROPY Entropy is a significant, widely used and above all successful measure for quantifying eg. inhomogeneity, uncertainty or unpredictability. It is an integral part of the latest machine learning models deployed on real-world data sets. In this article, I want to highlight the simplicity, beauty and meaning of DEVOPS & AGILE PROJEKTORGANISATION Der sogenannte „DevOps“-Gedanke beschreibt im eigentlichen Sinne eine Unternehmenskultur, die – frei von Hierarchien und Silo-Gedanken – eine effektive Zusammenarbeit von Entwicklung und Betrieb im Fokus hat mit dem Ziel, stabile, hochwertige Software schnell umzusetzen. Um im agilen Sinne in kurzen Sprints Softwareentwickeln zu
IT PROJECT HOUSE
We are in the midst of a digital revolution, one which is fundamentally altering the economic and social landscape. Digitally enhanced business models, digital consumers and digital employees require methods, technologies and thought processes which go beyond the traditional. In order to maintain their success, companies musttake action.
ARTIFICIAL INTELLIGENCE ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. GETTING STARTED WITH KIBANA After you got your logs or other data into Elasticsearch, Kibana will offer you a great UI to deep dive into your data. But how to getstarted?
RECOMMENDER SYSTEMS ARCHIVE Newsletter. Subscribe to our monthly (German-language) newsletter to keep up-to-date with presentations, case studies, videos, and news about inovex and the industry. HYBRID METHODS FOR TIME SERIES FORECASTING Hybrid time series forecasting methods promise to advance time series forecasting by combining the best aspects of statistics and machine learning. This blog post gives a deeper understanding of the different approaches to forecasting and seeks to give hints on choosing an appropriate algorithm. WWW.INOVEX.DETRANSLATE THIS PAGE 1. docker volume create --driver quobyte --name MyDockerVol --opt user=docker --opt group=docker. This command for example will create a persistent storage volume (in this case with Quobyte) , the owner of the Volume is user “docker” and the group “docker”. Per default these optional values are defined as root. HOW TO SET UP A K3S CLUSTER ON WIREGUARD This blog post is a tutorial on how to set up a WireGuard network using Raspberry Pis for a K3s cluster, with each device connected to a central cloud virtual machine (VM). FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATE Four frameworks were introduced based on the initially defined evaluation criteria for Federated Learning projects. To give a compact overview, the results are summarized in the following Table 1. To evaluate the community support of each framework, the table also documents the number of github repository stars. GRAFANA ANNOTATIONS WITH PROMETHEUS (A DEEP DIVE) Grafana is often used in conjunction with Prometheus to visualize time series and compose dashboards for monitoring purposes. In this blog article, I will dive deep into the specifics of Grafana annotations for data that does not fit into time series graphs – and how to use them with Prometheus as a SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD Spinnaker, compared to the other tools, is quite old. It is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence and has been around since 2014. Netflix open sourced it in 2015. Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes.* EN
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ENABLING YOUR DIGITAL FUTURE. WIR NUTZEN TECHNOLOGIEN, UM UNSERE KUNDEN GLÜCKLICH ZU MACHEN. UNDUNS SELBST.
Wir befinden uns mitten in einer digitalen Transformation, die Wirtschaft und Gesellschaft grundlegend umformt. Digital angereicherte Geschäftsmodelle, digitale Konsumenten und digitale Mitarbeiter verlangen andere Methoden, Technologien und Denkweisen als die klassische Welt. Unternehmen müssen handeln, wenn sie weiterhin erfolgreich sein wollen. Als IT-Dienstleister versetzen wir unsere Kunden in die Lage, auf dem digitalen Spielfeld erfolgreich zu sein – strategisch, technologisch und methodisch. Dafür haben wir ein integriertes Portfolio an Leistungen unter einem Dach etabliert: APPLICATION DEVELOPMENT (Web Platforms , Mobile Apps , Smart Devices und Robotics– vom UI/UX
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Bitte auswählen Agile Apps Backend Big Data Business Intelligence Cloud Data Science DevOps Digital Quality inovex Cloud Services inovex Lab IT Engineering Machine Perception & Artificial Intelligence Product Innovation Product Discovery Product Ownership Replatforming Search Security Smart Devices & Robotics Trainings UI/UX Web REFERENZEN & CASE STUDIES IN 6 MONATEN ZUM GEOREDUNDANTEN KUBERNETES HARDWARE CLUSTER Eine moderne Plattform für Microservices in einer historisch gewachsenen Infrastruktur aufzubauen, ist weder in der Theorie noch in der Praxis ein leichtes Unterfangen. Dass ein solches Vorhaben aber nicht nur gelingen kann, sondern dem Geschäftsbereich sogar eine Art Vorbildfunktion beschert, zeigt das gemeinsame Projekt von 1&1 Mail & Media GmbH und inovex. Hier wurde eine 1&1-Bereichsinfrastruktur innerhalb weniger Monate auf modernen Kubernetes-Clusternbereitgestellt.
1&1 Case Study lesen AGILE DATA SCIENCE FÜR DIE SUPPLY-CHAIN-OPTIMIERUNG VON REWE DIGITAL inovex hat im Bereich der Supply-Chain-Optimierung mit der REWE-IT-Tochter REWE Digital intensiv zusammengearbeitet. Bei REWE Digital werden alle strategischen Online-Aktivitäten der REWE Group gebündelt. Ziel ist es, der führende Anbieter von Online-Lösungen in allen für REWE relevanten Einkaufsmärkten und Lieferlagern zu werden. Ziel ist das Fulfillment: Verlängerte Supply Chain gegenüberdem Einzelhandel.
REWE digital Case Study lesen BEST OF BOTH WORLDS: AUFBAU EINER HYBRIDEN BI-ARCHITEKTUR MIT BIG-DATA-KOMPONENTEN FÜR DMTECH Die IT-Tochter von dm-drogerie markt fokussiert sich mit mehr als 800 Mitarbeitern auf die Digitalisierung des Handels. Im Mittelpunkt steht die Entwicklung von innovativen Lösungen: für den Online-Shop, Kunden- und Mitarbeiter-Apps sowie für die IT in den dm-Märkten, den Verteilzentren und der Zentrale. inovex hat dmTech dabei unterstützt, die Möglichkeiten einer bestehenden Data-Warehouse-Lösung mit Big-Data-Technologien zu erweitern. dmTech Case Study lesenMehr Referenzen
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Projekt KOSMoS 2019
SMART-CONTRACTING-PLATTFORM FÜR DIGITALE WERTSCHÖPFUNGSNETZE Das Projekt KOSMoS, das durch das Bundesministerium für Bildung und Forschung gefördert wird, verfolgt das Ziel, produzierende Unternehmen digital miteinander zu verbinden und damit ein Wertschöpfungsnetz über die Unternehmensgrenzen hinweg zu schaffen. Im Konsortium der neun Projektpartner ist inovex der Experte für Data Management und Analytics.Mehr erfahren
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30.08.–31.08.2019 | Berlin NG-DE ANGULAR CONFERENCE Die Angular-Konferenz NG-DE in Berlin ist eine Konferenz von der Community für die Community. inovexlerin Martina Kraus, Software-Entwicklern bei inovex, ist im Organisationsteam der Konferenz und hält einen Vortrag: „Angular’s new renderer Ivy: a deep dive into the heart of Angular“. Wir unterstützen die Veranstaltung als Sponsor.Mehr Informationen
Events
09.09.–12.09.2019 | Karlsruhe SEMANTICS KARLSRUHE 2019 Die SEMANTiCS ist eine Fachkonferenz rund um die Themen Linked Data und Semantic AI. Die Konferenzreihe konzentriert sich auf semantische Technologien, die heute zusammen mit anderen Methoden wie NLP und Machine Learning den Kern intelligenter Systeme bilden. Wir unterstützen die Konferenz als Sponsor.Mehr Informationen
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INOVEX BLOG
inovex Blog
Chris Brammer | 22.07.2019 DEVELOPER LEARNINGS FROM USING COSMOSDB WITH .NET CORE CosmosDB is a global database in the Azure universe. In this blog we’ll look at its different APIs: the SDK, Entity Framework Core and the MongoDB API. CosmosDB, formerly known as DocumentDB, is Microsoft’s take on a globally distributed database, which automatically manages scaling and data consistency. In times of big data and the cloud these are very welcome features to gain without investing development time.Blog-Artikel lesen
inovex Blog
Simon Kienzler | 15.07.2019 SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD-NATIVE CI/CD With tools like Kubernetes becoming essential for most modern cloud deployments and companies adopting their take on DevOps culture, there is high demand for cloud-native CI/CD. But how can we achieve increased velocity in deployment while also taking care of things like infrastructure as code, immutability, portability and security?Blog-Artikel lesen
inovex Blog
Leon Schüller | 08.07.2019 SUMMARIZING LONG TEXTS WITH SEQ2SEQ NEURAL NETWORKS This blog post describes my master thesis „Abstractive Summarization for Long Texts“. We’ve extended existing state-of-the-art sequence-to-sequence (Seq2Seq) neural networks to process documents across content windows. By shifting the objective towards the learning of inter-window transitions, we circumvent the limitation of existing models which can summarize documents only up to a certain length. With our windowing model we are able to process arbitrary long texts duringinference.
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FREIE STELLEN
* Mitarbeiter (m/w/d) in der Finanzbuchhaltung / Steuerfachangestellte:r * Senior Machine Learning Engineer (m/w/d) * Senior Data Scientist (m/w/d) * Scrum Master (m/w/d) * Cloud Platform Engineer (m/w/d) * DevOps Engineer Linux (m/w/d) * Big Data Systems Engineer (Hadoop, Search) (m/w/d) * Senior Security Specialist (m/w/d) * Business Intelligence Entwickler/Consultant (m/w/d) * Fullstack-Entwickler (m/w/d) Alle Stellenangebote ansehenNEWSLETTER
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„Nicht nur einmal mit Profis arbeiten. Sondern jeden Tag.“ Wer Lust hat, mit netten, technologiebegeisterten Menschen zu arbeiten, sollte sich die Interviews unserer inovexperts ansehen. Sie berichten über ihren Arbeitsalltag und erzählen, warum sie gerne hier arbeiten. Aber auch, wer einfach nur wissen möchte, wer hinter dem Team inovex steckt, bekommt einen authentischen Einblick. Zu den inovexperts-Videos__
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