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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 beyond the traditional. In order to maintain their success, companies musttake action.
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
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSESEE MORE ONINOVEX.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.
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
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
6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION 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’ 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 aIT 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.
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
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSESEE MORE ONINOVEX.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.
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
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
6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION 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’ 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 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 KUBERNETES SECURITY FUNDAMENTALS Dieses Training betrachtet die Security-Aspekte des gesamten Cluster Lifecycles: von initialer Konfiguration und Deployment, über Betrieb, bis hin zum Umgang mit neu entdeckten bzw. veröffentlichten Schwachstellen (CVEs). Zudem wird thematisiert, wie Deployment Pipelines für SaaS-Produkte designt werden können, um typische Supply-Chain-Angriffe zu verhindern. 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 THE EDGE IS NEAR: AN INTRODUCTION TO EDGE COMPUTING In general, Edge Computing is the process of performing computing tasks physically close to target devices, rather than in the cloud or on the device itself. Over the past decades we’ve seen different architectural patterns for systems. Depending on the bottleneck of the system it was designed as a centralized or decentralized system. 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. 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
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. SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD With tools like Kubernetes becoming essential, there is high demand for cloud-native CI/CD. Many tools try to offer solutions―in this blog post, we’ll have a look at four of them: Spinnaker, Argo CD, Tekton Pipelines and Jenkins X. We introduce their inner workings and how they help you to perform CI/CD in the cloud. USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios. 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.
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
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSESEE MORE ONINOVEX.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.
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
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
6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION 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’ 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 aIT 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.
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
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSESEE MORE ONINOVEX.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.
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
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
6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION 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’ 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 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 KUBERNETES SECURITY FUNDAMENTALS Dieses Training betrachtet die Security-Aspekte des gesamten Cluster Lifecycles: von initialer Konfiguration und Deployment, über Betrieb, bis hin zum Umgang mit neu entdeckten bzw. veröffentlichten Schwachstellen (CVEs). Zudem wird thematisiert, wie Deployment Pipelines für SaaS-Produkte designt werden können, um typische Supply-Chain-Angriffe zu verhindern. 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 THE EDGE IS NEAR: AN INTRODUCTION TO EDGE COMPUTING In general, Edge Computing is the process of performing computing tasks physically close to target devices, rather than in the cloud or on the device itself. Over the past decades we’ve seen different architectural patterns for systems. Depending on the bottleneck of the system it was designed as a centralized or decentralized system. 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. 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
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. SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD With tools like Kubernetes becoming essential, there is high demand for cloud-native CI/CD. Many tools try to offer solutions―in this blog post, we’ll have a look at four of them: Spinnaker, Argo CD, Tekton Pipelines and Jenkins X. We introduce their inner workings and how they help you to perform CI/CD in the cloud. USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios. 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.
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
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSESEE MORE ONINOVEX.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.
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
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
6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION 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’ 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 aIT 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.
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
DEEP LEARNING ON BAD TIME SERIES DATA: CORRUPT, SPARSESEE MORE ONINOVEX.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.
MACHINE LEARNING ON THE EDGE FOR PARKING GUIDANCE SYSTEMSSEE MORE ONINOVEX.DE
FEDERATED LEARNING: FRAMEWORKS FOR DECENTRALIZED PRIVATESEE MORE ONINOVEX.DE
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
6 THINGS TO CONSIDER FOR MICROSERVICE MIGRATION 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’ 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 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 KUBERNETES SECURITY FUNDAMENTALS Dieses Training betrachtet die Security-Aspekte des gesamten Cluster Lifecycles: von initialer Konfiguration und Deployment, über Betrieb, bis hin zum Umgang mit neu entdeckten bzw. veröffentlichten Schwachstellen (CVEs). Zudem wird thematisiert, wie Deployment Pipelines für SaaS-Produkte designt werden können, um typische Supply-Chain-Angriffe zu verhindern. 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 THE EDGE IS NEAR: AN INTRODUCTION TO EDGE COMPUTING In general, Edge Computing is the process of performing computing tasks physically close to target devices, rather than in the cloud or on the device itself. Over the past decades we’ve seen different architectural patterns for systems. Depending on the bottleneck of the system it was designed as a centralized or decentralized system. 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. 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
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. SPINNAKER VS. ARGO CD VS. TEKTON VS. JENKINS X: CLOUD With tools like Kubernetes becoming essential, there is high demand for cloud-native CI/CD. Many tools try to offer solutions―in this blog post, we’ll have a look at four of them: Spinnaker, Argo CD, Tekton Pipelines and Jenkins X. We introduce their inner workings and how they help you to perform CI/CD in the cloud. USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios. 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
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. 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
IT-DIENSTLEISTUNG
Folgende Punkte können dabei helfen: 1. Erholt starten. Vor der Retrospektive kann es helfen, eine kurze Pause einzulegen. Grundsätzlich sollte man remote mehr Pausen einplanen, da die Konzentration kürzer anhält. Am besten kurz aufstehen, durchlüften,sich etwas zu
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’ 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.
USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios.IT-DIENSTLEISTUNG
IT-Dienstleistung | Digitale Transformation - inovex GmbHIT-DIENSTLEISTUNG
Maximilian Franz. Recently, there has been a surge in interest in what is called Causal Inference. It is, however, not always clear what is meant by the term and what the respective methods can actually do. This post gives a high-level overview over the two major schools of Causal Inference and then dives deep into the basics of one of them. COMPUTER VISION IM PRODUKTIVEN EINSATZ Computer Vision für die Industrie. Als automatische optische Inspektion ermöglicht Computer Vision schnelle, reproduzierbare und vollständige Qualitätssicherung von Produktionsgütern, egal ob zur Eingangs-, Zwischen- oder Endkontrolle. Produktionsprozesse werden rund um die Uhr überwacht, um mögliche Fehler früh zu erkennen undzu beheben.
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
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. 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
IT-DIENSTLEISTUNG
Folgende Punkte können dabei helfen: 1. Erholt starten. Vor der Retrospektive kann es helfen, eine kurze Pause einzulegen. Grundsätzlich sollte man remote mehr Pausen einplanen, da die Konzentration kürzer anhält. Am besten kurz aufstehen, durchlüften,sich etwas zu
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’ 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.
USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios.IT-DIENSTLEISTUNG
IT-Dienstleistung | Digitale Transformation - inovex GmbHIT-DIENSTLEISTUNG
Maximilian Franz. Recently, there has been a surge in interest in what is called Causal Inference. It is, however, not always clear what is meant by the term and what the respective methods can actually do. This post gives a high-level overview over the two major schools of Causal Inference and then dives deep into the basics of one of them. COMPUTER VISION IM PRODUKTIVEN EINSATZ Computer Vision für die Industrie. Als automatische optische Inspektion ermöglicht Computer Vision schnelle, reproduzierbare und vollständige Qualitätssicherung von Produktionsgütern, egal ob zur Eingangs-, Zwischen- oder Endkontrolle. Produktionsprozesse werden rund um die Uhr überwacht, um mögliche Fehler früh zu erkennen undzu beheben.
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?
USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios. 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 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.IT-DIENSTLEISTUNG
Conclusion. In this blogpost, we investigated how transfer learning can be used for text classification, computing text similarity with the architecture of a Siamese networks. We saw that text similarity can be learned and applied to the task of aspect extraction. In this setting, we introduced one shot learning and few shot learning. 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. COMPUTER VISION IM PRODUKTIVEN EINSATZ Computer Vision für die Industrie. Als automatische optische Inspektion ermöglicht Computer Vision schnelle, reproduzierbare und vollständige Qualitätssicherung von Produktionsgütern, egal ob zur Eingangs-, Zwischen- oder Endkontrolle. Produktionsprozesse werden rund um die Uhr überwacht, um mögliche Fehler früh zu erkennen undzu beheben.
ACTIONS ON GOOGLE TUTORIAL: APPS FÜR GOOGLE …TRANSLATE THIS PAGE Mit der Möglichkeit, eigene Apps, so genannte Actions on Google bzw. Skills, für die Plattformen zu schreiben, erschließen auch immer mehr Drittanbieter die Möglichkeiten, ihre Dienste über Sprachassistenten anzubieten. Als innovatives IT-Projekthaus entwickeln und betreuen wir bereits für Kunden Lösungen für dieseneuen Plattformen.
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
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
Folgende Punkte können dabei helfen: 1. Erholt starten. Vor der Retrospektive kann es helfen, eine kurze Pause einzulegen. Grundsätzlich sollte man remote mehr Pausen einplanen, da die Konzentration kürzer anhält. Am besten kurz aufstehen, durchlüften,sich etwas zu
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. 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
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’ 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.
IT-DIENSTLEISTUNG
IT-DIENSTLEISTUNG
Maximilian Franz. Recently, there has been a surge in interest in what is called Causal Inference. It is, however, not always clear what is meant by the term and what the respective methods can actually do. This post gives a high-level overview over the two major schools of Causal Inference and then dives deep into the basics of one of them.IT-DIENSTLEISTUNG
IT-Dienstleistung | Digitale Transformation - inovex GmbH 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
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
Folgende Punkte können dabei helfen: 1. Erholt starten. Vor der Retrospektive kann es helfen, eine kurze Pause einzulegen. Grundsätzlich sollte man remote mehr Pausen einplanen, da die Konzentration kürzer anhält. Am besten kurz aufstehen, durchlüften,sich etwas zu
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. 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
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’ 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.
IT-DIENSTLEISTUNG
IT-DIENSTLEISTUNG
Maximilian Franz. Recently, there has been a surge in interest in what is called Causal Inference. It is, however, not always clear what is meant by the term and what the respective methods can actually do. This post gives a high-level overview over the two major schools of Causal Inference and then dives deep into the basics of one of them.IT-DIENSTLEISTUNG
IT-Dienstleistung | Digitale Transformation - inovex GmbHIT 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.
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. 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?
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
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. 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’IT-DIENSTLEISTUNG
Conclusion. In this blogpost, we investigated how transfer learning can be used for text classification, computing text similarity with the architecture of a Siamese networks. We saw that text similarity can be learned and applied to the task of aspect extraction. In this setting, we introduced one shot learning and few shot learning. USING THE COMMAND LINE TO CHECK REDIS HEALTH To repeat commands you can easily use two options for monitoring: redis-cli -r 5 -i 2 will execute the five times with an interval of two seconds. With these commands you can easily integrate redis in your monitoring. Just add the redis-CLI commands as custom parameters, e.g. to Zabbix or Nagios. COMPUTER VISION IM PRODUKTIVEN EINSATZ Computer Vision für die Industrie. Als automatische optische Inspektion ermöglicht Computer Vision schnelle, reproduzierbare und vollständige Qualitätssicherung von Produktionsgütern, egal ob zur Eingangs-, Zwischen- oder Endkontrolle. Produktionsprozesse werden rund um die Uhr überwacht, um mögliche Fehler früh zu erkennen undzu beheben.
JUNIT 4: ZEITGEMÄSSES EXCEPTION TESTING [UPDATE …TRANSLATE THISPAGE
JUnit 4: Zeitgemäßes Exception Testing Im Laufe der Zeit hat das Testing Framework JUnit 4 immer raffiniertere Verfahren angeboten, um das Verhalten in Ausnahmefällen (Exceptions) zu testen. Um aber auch mit der aktuellen Methode alle relevanten Aspekte abdecken zu können, ist eine kleine Erweiterung notwendig. 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
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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
Events
10.10.2019 | Karlsruhe INOVEX MEETUP: SOFTWARE-ENTWICKLUNG FÜRS EHRENAMT Hey Tech Heads, inovex unterstützt verschiedene soziale Projekte, unter anderem auch mit dem, was wir am besten können: Software entwicklen! Und genau das haben Engineers Without Borders auch getan. Zwei ehrenamtlichen Projekte – Coding for Charity & Karma – stellen wir euch an diesem Abend vor.Mehr Informationen
Events
09.10.–13.10.2019 | BerlinPYCON & PYDATA
Bei der PyCon & pyData Berlin warten mehr als 100 Talks und Hands-on-Sessions rund um PyData (Künstliche Intelligenz, Machine Learning ...) und Python (Programmierung, DevOps, Web, Django ...). inovexler Florian ist ebenfalls mit einem Talk dabei: „Are you sure about that?! Uncertainty Quantification in AI“.Mehr Informationen
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INOVEX BLOG
inovex Blog
Joscha Völler | 30.09.2019 KUBERNETES ON WINDOWS (1): GENERAL OVERVIEW With Kubernetes gaining more and more popularity it was only a matter of time until Microsoft brought it to their platform. This March Kubernetes announced production-level support for Windows nodes with version 1.14. But does Kubernetes on Windows actually work as advertised? How is it different? And is it even useful? In this blogpost, I want to try to shed some light on these questions.Blog-Artikel lesen
inovex Blog
Joscha Völler | 01.10.2019 KUBERNETES ON WINDOWS (2): TOOLS Kubernetes is a powerful system on its own. But what really elevates its usefulness to new heights are the many add-ons and tools. They add functionality like monitoring, diagnostics, logging, and more. I want to talk about a few of these tools and show how well they work with Kubernetes on Windows.Blog-Artikel lesen
inovex Blog
Markus Gerdes | 22.09.2019 POLYGLOT PROGRAMMING IN A MICROSERVICE WORLD Some years ago, microservices appeared as a new architectural pattern for larger software systems. Instead of creating a big monolithic application, there are several smaller (or more precise micro, whatever that exactly means) services communicating with each other. Each microservice covers a certain well-defined business capability. This way you are forced to think more about your business domain and how to model it. You also get some other advantages, e.g. independentdeployments.
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