AWS Dev Day Kyiv 2019
Track: Modern Application Development
Session: "Developing with .NET Core on AWS"
Speaker: Martin Beeby, AWS Principle Evangelist
Level: 300
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/OzM8L7H1LmA
Visualize your cloud data strategy - MongoDB Atlas and Charts - DEM08 - Santa...Amazon Web Services
It’s critical to select a forward-looking approach to how you organize, use, and enrich your data in the cloud. Modern data repositories have made it easy to store your unstructured data, but getting insights from that data has often been challenging and involve batch ETL processes, data pipelines, and so on. In this session, we show you how to build complex queries to draw valuable insights from data directly in MongoDB and then visualize it using MongoDB Charts—a tool built to natively process rich, nested JSON documents.
The promises of cloud are manifold - access to virtually unlimited resources, simplified IT execution and the ability to deploy a cost-effective solution for agile development, DevOps, and secure, self service resources - all while meeting security mandates. You need an adaptable, hybrid cloud environment to support innovation, agile app development and digital transformation. Together, Red Hat and AWS give you the tools you need to innovate faster, deliver high-quality experiences, and scale in line with changing demand. Sponsored by Redhat
Developing with .NET Core on AWS - What's new - MAD306 - Santa Clara AWS SummitAmazon Web Services
In this demonstration-heavy session, we illustrate our latest techniques, tools, and libraries for developing end-to-end applications with .NET Core. We focus on serverless applications, but the techniques are broadly relevant. We start by showing you some useful features and best practices for authoring your serverless application, including debugging locally from the IDE and in production. From there, we demonstrate some helpful tools that make it easy to set up your CI/CD workflow from the start. Finally, we deploy our application with AWS Lambda.
Learning Objectives:
- Learn how Kubernetes works
- Learn how AWS makes it easy to run Kubernetes at scale
- Learn how to run your first Kubernetes cluster on AWS
Visualize your cloud data strategy - MongoDB Atlas and Charts - DEM08 - Santa...Amazon Web Services
It’s critical to select a forward-looking approach to how you organize, use, and enrich your data in the cloud. Modern data repositories have made it easy to store your unstructured data, but getting insights from that data has often been challenging and involve batch ETL processes, data pipelines, and so on. In this session, we show you how to build complex queries to draw valuable insights from data directly in MongoDB and then visualize it using MongoDB Charts—a tool built to natively process rich, nested JSON documents.
The promises of cloud are manifold - access to virtually unlimited resources, simplified IT execution and the ability to deploy a cost-effective solution for agile development, DevOps, and secure, self service resources - all while meeting security mandates. You need an adaptable, hybrid cloud environment to support innovation, agile app development and digital transformation. Together, Red Hat and AWS give you the tools you need to innovate faster, deliver high-quality experiences, and scale in line with changing demand. Sponsored by Redhat
Developing with .NET Core on AWS - What's new - MAD306 - Santa Clara AWS SummitAmazon Web Services
In this demonstration-heavy session, we illustrate our latest techniques, tools, and libraries for developing end-to-end applications with .NET Core. We focus on serverless applications, but the techniques are broadly relevant. We start by showing you some useful features and best practices for authoring your serverless application, including debugging locally from the IDE and in production. From there, we demonstrate some helpful tools that make it easy to set up your CI/CD workflow from the start. Finally, we deploy our application with AWS Lambda.
Learning Objectives:
- Learn how Kubernetes works
- Learn how AWS makes it easy to run Kubernetes at scale
- Learn how to run your first Kubernetes cluster on AWS
Fast-Track Your Application Modernisation Journey with Containers - AWS Summi...Amazon Web Services
Many organisations are embarking on an application modernisation journey to focus on agility and developer productivity to drive growth. Containers play a crucial role in building scalable, secure, and cost-effective infrastructure from the start. Accelerate your test, build, deploy, and run phases, enabling you to deploy software faster and focus on what matters most to your business.
In this workshop, you will learn how to containerise an application and deploy onto Amazon ECS Fargate or Amazon EKS. You will also see how to operationalise this environment, creating an automated pipeline for container deployments and configuring application monitoring.
This workshop requires a laptop and administrative access to your own AWS account.
CI/CD best practices for building modern applications - MAD302 - Atlanta AWS ...Amazon Web Services
Continuous integration and continuous delivery (CI/CD) techniques enable teams to increase agility and quickly release a high-quality product. In this talk, we walk you through best practices for building CI/CD workflows that enable you to manage your serverless and containerized applications. We cover infrastructure as code application models, such as the AWS Serverless Application Model (AWS SAM), as well as how to set up CI/CD release pipelines with AWS CodePipeline and AWS CodeBuild. Finally, we show you how to automate safer deployments with AWS CodeDeploy.
Developing serverless applications with .NET using AWS SDK and tools - MAD308...Amazon Web Services
Developers are increasingly looking to modernize their .NET applications on AWS, using the AWS development tools for .NET to quickly get started and manage their applications. In this session, we do a deep dive and demonstrate the latest updates to .NET for serverless development and the AWS SDK and tools for .NET to make development easier, more powerful, and productive.
Deploy and scale your first cloud application with Amazon Lightsail - CMP202 ...Amazon Web Services
In this session, learn how to deploy a two-tier LAMP stack web app using Amazon Lightsail, and learn how to scale your app with load balancers and snapshots. Also learn how to migrate your application so you can leverage Amazon EC2 and Amazon Relational Database Service (Amazon RDS). By the end of this session, you’ll understand the best practices for deploying applications on Lightsail, and you’ll know when it’s best to choose Lightsail, Amazon EC2, or Amazon RDS.
Building Serverless Applications That Align with Twelve-Factor Methods - AWS ...Amazon Web Services
Twelve-Factor designs improve component reuse and resilience for developers building large-scale software-as-a-service (SaaS) applications. In recent years, the Twelve-Factor guidelines have become a source of best practices for both developers and operations engineers, regardless of the application’s use case and at nearly any scale. In this workshop, you will build a modern serverless application to see how the Twelve-Factor Application Manifesto guidelines align with serverless best practices. You will be hands-on coding various parts of the application, and make use of AWS Cloud9, Amazon DynamoDB, AWS Lambda, AWS Step Functions, AWS SAM and AWS Code Services.
This workshop requires a laptop and administrative access to your own AWS account.
An intro to serverless and OpenWhisk for Kafka usersDale Lane
My talk from Kafka Summit London 2019. It's aimed at Kafka users who want to know what the serverless buzz is all about, with an explanation of what it's for, and a quick crash course in how to get started with Apache OpenWhisk.
Video at https://dalelane.co.uk/blog/?p=3769
Use AWS RoboMaker to Develop a Robot Application to Track and Find Fido (ROB2...Amazon Web Services
AWS RoboMaker enables you to easily develop complex robot applications. In this workshop, we introduce the capabilities of RoboMaker to develop ROS robot and simulation applications, natively integrate with other AWS services such as Amazon CloudWatch and Amazon Kinesis video streams, and build and compile these applications. Upon completion, you will launch a simulated TurtleBot3 wheeled robot to look at different images within an enclosed space utilizing Amazon Rekognition’s object detection features, and track down that pesky pooch’s photo! After the workshop, you will have a fundamental understanding of the development process for robotic applications using AWS RoboMaker.
The AWS Cloud Development Kit is a new open-source framework from AWS which allows developers to harness the full power of modern programming languages to define reusable cloud components and applications , and provision them through CloudFormation. This workshop will help you get started with the AWS CDK using TypeScript. We will build and deploy a CDK app that uses API Gateway, AWS Lambda, DynamoDB, Containers and Step Functions. We will also define reusable CDK components (called “constructs”) that can be shared with your team/company or with the whole wide world.
Combining AWS container services to support your workload - MAD307 - Chicago ...Amazon Web Services
In this chalk talk, we provide an overview of all the AWS container services: Amazon ECS, Amazon ECR, Amazon EKS, AWS Fargate, and AWS App Mesh. Then, you have the opportunity to ask technical questions about how to combine these services to support your specific workloads.
In this session, hear about the philosophies that drive the EKS product team and learn what has been accomplished in the year that EKS has been generally available. Check out the EKS public road map where you can add features that you would like to see!
Hands-On Lab Building a Smarter Native iOS App with ML on the EdgeAmazon Web Services
In this hands-on session, we'll build a mobile iOS translator app using AWS managed machine learning services.
Level: Intermediate
Speaker: Dennis Hills - Developer Advocate, AWS Mobile Applications
Deploy and manage Kubernetes on AWS from your on-premises environment - DEM07...Amazon Web Services
At Cisco, we believe that cloud doesn’t have to be complex, and organizations should have the freedom to adopt the best public cloud services available while also making the most out of their existing application and infrastructure investments. In this session, learn how you can use the Cisco Hybrid Solution for Kubernetes on AWS, the first offering of its kind, to deploy, connect, secure, and monitor Kubernetes-based applications and infrastructure consistently across your data center and AWS. Cisco’s Hybrid Solution employs common authentication and policies leveraging AWS Identity and Access Management (IAM), but it also supports the full lifecycle of noncontainerized applications. This presentation is brought to you by AWS partner, Cisco Systems Inc.
Dennis Hills - Hands-On Building a Smarter Mobile App with Machine Learning o...Amazon Web Services
In this hands-on session, we'll build a mobile app using a trained machine learning model to identify objects and people using image recognition and face detection.
CI/CD best practices for building modern applications - MAD301 - Santa Clara ...Amazon Web Services
Continuous integration and continuous delivery (CI/CD) techniques enable teams to increase agility, and quickly release a high-quality product. In this talk, we walk you through best practices for building CI/CD workflows to allow your to manage your serverless and containerized applications. We will cover Infrastructure as Code application models, such as the AWS Serverless Application Model (AWS SAM), as well as how to set up CI/CD release pipelines with AWS CodePipeline and AWS CodeBuild, and we will show you how to automate safer deployments with AWS CodeDeploy.
Visually developing IoT applications using AWS IoT Things Graph - SVC207 - Ch...Amazon Web Services
AWS IoT Things Graph makes it easy to visually connect different devices and web services to build Internet of Things (IoT) applications, with little to no code. In this session, we show you how to quickly design, deploy, and monitor sophisticated workflows. AWS IoT Things Graph allows you to represent your devices and web services as reusable components called models, which hide low-level details like data formats, protocols, and interfaces. We explore how you then can visually “wire together” your models and their interactions to rapidly design and deploy complex custom IoT applications.
Websites go Serverless - AWS Summit BerlinBoaz Ziniman
If you still running servers for website backend, come and see how you can remove server operations from your tasks list and focus on developing the best code and product. In this session, we will take a common website architecture and show how can we use AWS Lambda, Amazon S3 and other Services to build smarter and better systems.
Creating a GraphQL API in Python: from Django to fully asynchronousMirumee Software
GraphQL has become one of the hottest web development technologies and is gaining popularity. And there are valid reasons for that! During a workshop held on DjangoConEurope 2019, we presented the basics of building GraphQL servers in Python using Ariadne, a modern and lightweight library (https://github.com/mirumee/ariadne).
We started with the most important concepts then worked through creating an example query with a resolver and a mutation. We also wanted to give a sneak peek into Python of the future - asynchronous subscriptions with Ariadne, Django Channels 2.0, Starlette and asynchronous database access!
Running Amazon EC2 workloads at scale - CMP301 - New York AWS SummitAmazon Web Services
Amazon EC2 Fleet makes it easy to optimize compute performance and cost by blending EC2 Spot, On-Demand, and RI purchasing models. In this session, learn how to use the power of EC2 Fleet with AWS services, such as AWS Auto Scaling, Amazon ECS, Amazon EKS, Amazon EMR, AWS Batch, AWS Thinkbox Deadline, and AWS OpsWorks, to programmatically optimize costs while maintaining high performance and availability. We also cover cost optimization patterns for workloads such as containers, web services, CI/CD, and big data.
AWS provides a range of ways for .NET developers to build solutions using the skills and tools that are already used today. In this session, explore how the AWS SDK for .NET and AWS Toolkit for Visual Studio help enable developers and how the Serverless Application Model (SAM) simplifies packaging and deployment. Investigate how AWS Lambda testing tools can speed up development, as well as how you can debug serverless applications and trace operations using AWS X-Ray. Watch live demos and learn more about .NET developer productivity on AWS.
Speaker: Brian Farnhill, Solutions architect, AWS
In this session, Java developers learn all about the broad support AWS provides to develop, build, and deploy Java applications and infrastructure on AWS. We'll be covering the changes in the AWS SDK and diving deeper into the upcoming Cloud Development Kit (CDK) and the available IDE integrations available to Java developers.
Fast-Track Your Application Modernisation Journey with Containers - AWS Summi...Amazon Web Services
Many organisations are embarking on an application modernisation journey to focus on agility and developer productivity to drive growth. Containers play a crucial role in building scalable, secure, and cost-effective infrastructure from the start. Accelerate your test, build, deploy, and run phases, enabling you to deploy software faster and focus on what matters most to your business.
In this workshop, you will learn how to containerise an application and deploy onto Amazon ECS Fargate or Amazon EKS. You will also see how to operationalise this environment, creating an automated pipeline for container deployments and configuring application monitoring.
This workshop requires a laptop and administrative access to your own AWS account.
CI/CD best practices for building modern applications - MAD302 - Atlanta AWS ...Amazon Web Services
Continuous integration and continuous delivery (CI/CD) techniques enable teams to increase agility and quickly release a high-quality product. In this talk, we walk you through best practices for building CI/CD workflows that enable you to manage your serverless and containerized applications. We cover infrastructure as code application models, such as the AWS Serverless Application Model (AWS SAM), as well as how to set up CI/CD release pipelines with AWS CodePipeline and AWS CodeBuild. Finally, we show you how to automate safer deployments with AWS CodeDeploy.
Developing serverless applications with .NET using AWS SDK and tools - MAD308...Amazon Web Services
Developers are increasingly looking to modernize their .NET applications on AWS, using the AWS development tools for .NET to quickly get started and manage their applications. In this session, we do a deep dive and demonstrate the latest updates to .NET for serverless development and the AWS SDK and tools for .NET to make development easier, more powerful, and productive.
Deploy and scale your first cloud application with Amazon Lightsail - CMP202 ...Amazon Web Services
In this session, learn how to deploy a two-tier LAMP stack web app using Amazon Lightsail, and learn how to scale your app with load balancers and snapshots. Also learn how to migrate your application so you can leverage Amazon EC2 and Amazon Relational Database Service (Amazon RDS). By the end of this session, you’ll understand the best practices for deploying applications on Lightsail, and you’ll know when it’s best to choose Lightsail, Amazon EC2, or Amazon RDS.
Building Serverless Applications That Align with Twelve-Factor Methods - AWS ...Amazon Web Services
Twelve-Factor designs improve component reuse and resilience for developers building large-scale software-as-a-service (SaaS) applications. In recent years, the Twelve-Factor guidelines have become a source of best practices for both developers and operations engineers, regardless of the application’s use case and at nearly any scale. In this workshop, you will build a modern serverless application to see how the Twelve-Factor Application Manifesto guidelines align with serverless best practices. You will be hands-on coding various parts of the application, and make use of AWS Cloud9, Amazon DynamoDB, AWS Lambda, AWS Step Functions, AWS SAM and AWS Code Services.
This workshop requires a laptop and administrative access to your own AWS account.
An intro to serverless and OpenWhisk for Kafka usersDale Lane
My talk from Kafka Summit London 2019. It's aimed at Kafka users who want to know what the serverless buzz is all about, with an explanation of what it's for, and a quick crash course in how to get started with Apache OpenWhisk.
Video at https://dalelane.co.uk/blog/?p=3769
Use AWS RoboMaker to Develop a Robot Application to Track and Find Fido (ROB2...Amazon Web Services
AWS RoboMaker enables you to easily develop complex robot applications. In this workshop, we introduce the capabilities of RoboMaker to develop ROS robot and simulation applications, natively integrate with other AWS services such as Amazon CloudWatch and Amazon Kinesis video streams, and build and compile these applications. Upon completion, you will launch a simulated TurtleBot3 wheeled robot to look at different images within an enclosed space utilizing Amazon Rekognition’s object detection features, and track down that pesky pooch’s photo! After the workshop, you will have a fundamental understanding of the development process for robotic applications using AWS RoboMaker.
The AWS Cloud Development Kit is a new open-source framework from AWS which allows developers to harness the full power of modern programming languages to define reusable cloud components and applications , and provision them through CloudFormation. This workshop will help you get started with the AWS CDK using TypeScript. We will build and deploy a CDK app that uses API Gateway, AWS Lambda, DynamoDB, Containers and Step Functions. We will also define reusable CDK components (called “constructs”) that can be shared with your team/company or with the whole wide world.
Combining AWS container services to support your workload - MAD307 - Chicago ...Amazon Web Services
In this chalk talk, we provide an overview of all the AWS container services: Amazon ECS, Amazon ECR, Amazon EKS, AWS Fargate, and AWS App Mesh. Then, you have the opportunity to ask technical questions about how to combine these services to support your specific workloads.
In this session, hear about the philosophies that drive the EKS product team and learn what has been accomplished in the year that EKS has been generally available. Check out the EKS public road map where you can add features that you would like to see!
Hands-On Lab Building a Smarter Native iOS App with ML on the EdgeAmazon Web Services
In this hands-on session, we'll build a mobile iOS translator app using AWS managed machine learning services.
Level: Intermediate
Speaker: Dennis Hills - Developer Advocate, AWS Mobile Applications
Deploy and manage Kubernetes on AWS from your on-premises environment - DEM07...Amazon Web Services
At Cisco, we believe that cloud doesn’t have to be complex, and organizations should have the freedom to adopt the best public cloud services available while also making the most out of their existing application and infrastructure investments. In this session, learn how you can use the Cisco Hybrid Solution for Kubernetes on AWS, the first offering of its kind, to deploy, connect, secure, and monitor Kubernetes-based applications and infrastructure consistently across your data center and AWS. Cisco’s Hybrid Solution employs common authentication and policies leveraging AWS Identity and Access Management (IAM), but it also supports the full lifecycle of noncontainerized applications. This presentation is brought to you by AWS partner, Cisco Systems Inc.
Dennis Hills - Hands-On Building a Smarter Mobile App with Machine Learning o...Amazon Web Services
In this hands-on session, we'll build a mobile app using a trained machine learning model to identify objects and people using image recognition and face detection.
CI/CD best practices for building modern applications - MAD301 - Santa Clara ...Amazon Web Services
Continuous integration and continuous delivery (CI/CD) techniques enable teams to increase agility, and quickly release a high-quality product. In this talk, we walk you through best practices for building CI/CD workflows to allow your to manage your serverless and containerized applications. We will cover Infrastructure as Code application models, such as the AWS Serverless Application Model (AWS SAM), as well as how to set up CI/CD release pipelines with AWS CodePipeline and AWS CodeBuild, and we will show you how to automate safer deployments with AWS CodeDeploy.
Visually developing IoT applications using AWS IoT Things Graph - SVC207 - Ch...Amazon Web Services
AWS IoT Things Graph makes it easy to visually connect different devices and web services to build Internet of Things (IoT) applications, with little to no code. In this session, we show you how to quickly design, deploy, and monitor sophisticated workflows. AWS IoT Things Graph allows you to represent your devices and web services as reusable components called models, which hide low-level details like data formats, protocols, and interfaces. We explore how you then can visually “wire together” your models and their interactions to rapidly design and deploy complex custom IoT applications.
Websites go Serverless - AWS Summit BerlinBoaz Ziniman
If you still running servers for website backend, come and see how you can remove server operations from your tasks list and focus on developing the best code and product. In this session, we will take a common website architecture and show how can we use AWS Lambda, Amazon S3 and other Services to build smarter and better systems.
Creating a GraphQL API in Python: from Django to fully asynchronousMirumee Software
GraphQL has become one of the hottest web development technologies and is gaining popularity. And there are valid reasons for that! During a workshop held on DjangoConEurope 2019, we presented the basics of building GraphQL servers in Python using Ariadne, a modern and lightweight library (https://github.com/mirumee/ariadne).
We started with the most important concepts then worked through creating an example query with a resolver and a mutation. We also wanted to give a sneak peek into Python of the future - asynchronous subscriptions with Ariadne, Django Channels 2.0, Starlette and asynchronous database access!
Running Amazon EC2 workloads at scale - CMP301 - New York AWS SummitAmazon Web Services
Amazon EC2 Fleet makes it easy to optimize compute performance and cost by blending EC2 Spot, On-Demand, and RI purchasing models. In this session, learn how to use the power of EC2 Fleet with AWS services, such as AWS Auto Scaling, Amazon ECS, Amazon EKS, Amazon EMR, AWS Batch, AWS Thinkbox Deadline, and AWS OpsWorks, to programmatically optimize costs while maintaining high performance and availability. We also cover cost optimization patterns for workloads such as containers, web services, CI/CD, and big data.
AWS provides a range of ways for .NET developers to build solutions using the skills and tools that are already used today. In this session, explore how the AWS SDK for .NET and AWS Toolkit for Visual Studio help enable developers and how the Serverless Application Model (SAM) simplifies packaging and deployment. Investigate how AWS Lambda testing tools can speed up development, as well as how you can debug serverless applications and trace operations using AWS X-Ray. Watch live demos and learn more about .NET developer productivity on AWS.
Speaker: Brian Farnhill, Solutions architect, AWS
In this session, Java developers learn all about the broad support AWS provides to develop, build, and deploy Java applications and infrastructure on AWS. We'll be covering the changes in the AWS SDK and diving deeper into the upcoming Cloud Development Kit (CDK) and the available IDE integrations available to Java developers.
AWS Summit Singapore 2019 | Microsoft DevOps on AWSAWS Summits
Speaker: Sriwantha Attanayake, Solutions Architect, APAC, AWS
Developers building applications targeting the Windows platform or using Microsoft .NET are used to high-quality tools like Team Foundation Server (TFS) and Azure DevOps. Did you know you can easily integrate these with AWS services to create fully managed CI/CD pipelines that scale easily? Did you know you could use these pipelines to deploy your applications anywhere in an automated fashion? In this session, you will learn how to do hybrid-deployments to cloud and on-premises environments using TFS and AWS CodeDeploy and explore methods to automatically build and deploy ASP.NET/MVC applications to managed IIS environments on AWS using TFS. You will also learn how to automate container deployment with the help of Microsoft TFS and Amazon Elastic Container Service and the art of maintaining your infrastructure as code on TFS.
Enhancing Your Developer eXperience on AWS - AWS Summit SydneyAmazon Web Services
Developer eXperience (DX) is very personal, with every developer preferring to customise the way they work and the tooling they use - from choosing their indentation, to the colour scheme and key bindings of their preferred IDE. AWS has a broad and diverse suite of developer-focused tools that help you work the way you want to work, and improve your DX. In this session, we will look at what is available across a number of different application stacks and their associated tool chains.
Integrate Your Favourite Microsoft DevOps Tools with AWS - AWS Summit SydneyAmazon Web Services
There are a great set of methods to integrate your favourite Microsoft DevOps tools like Team Foundation Server (TFS) and Azure DevOps with AWS to create CI/CD pipelines. In this session, you will learn how to do hybrid-deployments to AWS and on-premises environments by integrating those DevOps tools with AWS CodeDeploy. We will explore methods to automatically build and deploy ASP.NET/MVC applications to managed IIS environments on AWS using your current toolchain. You will also learn how to automate container deployment with the help of Amazon Elastic Container Service and the art of maintaining your infrastructure as code.
Building a fully serverless application on AWS | AWS Summit Tel Aviv 2019AWS Summits
In this session we will demonstrate how developers can rapidly build a fully functioning and scalable application using AWS managed services. The session will start with a demo of a fully functioning learning platform based on Sumerian Augmented Reality (AR). We will present the solution architecture end to end and dive deep into the different building blocks focusing on serverless services and datastores.
Building a fully serverless application on AWS | AWS Summit Tel Aviv 2019Amazon Web Services
In this session we will demonstrate how developers can rapidly build a fully functioning and scalable application using AWS managed services. The session will start with a demo of a fully functioning learning platform based on Sumerian Augmented Reality (AR). We will present the solution architecture end to end and dive deep into the different building blocks focusing on serverless services and datastores.
"Interstella 8888 is an intergalactic trading company that deals in rare resources, but their antiquated monolithic logistics systems are causing the business to lose money.
Join this workshop to learn how to set up a CI/CD pipeline for containerized microservices. You'll get hands-on experience deploying Docker container images using Amazon ECS AWS CloudFormation, AWS CodeBuild, and AWS CodePipline, automating everything from code check-in to production.
AWS credits are provided. Bring your laptop, and have an active AWS account."
Interstella 8888: CICD for Containers on AWS - CON319 - re:Invent 2017Amazon Web Services
Interstella 8888 is an intergalactic trading company that deals in rare resources, but their antiquated monolithic logistics systems are causing the business to lose money.
Join this workshop to learn how to set up a CI/CD pipeline for containerized microservices. You'll get hands-on experience deploying Docker container images using Amazon ECS AWS CloudFormation, AWS CodeBuild, and AWS CodePipline, automating everything from code check-in to production.
AWS credits are provided. Bring your laptop, and have an active AWS account.
AWS 미디어 서비스를 이용한 글로벌 라이브 스트리밍 서비스 구축 - 황윤상 솔루션즈 아키텍트, AWS / 조용진 솔루션즈 아키텍트, AW...Amazon Web Services Korea
AWS 미디어 서비스를 이용한 글로벌 라이브 스트리밍 서비스 구축
황윤상 솔루션즈 아키텍트, AWS
조용진 솔루션즈 아키텍트, AWS
AWS Media Service는 VoD와 Live Video 서비스 워크플로우를 손쉽게 구축할 수 있는 서비스들로 이루어져 있습니다. 이 세션에서는 AWS에서 제공하는 미디어 서비스들의 소개와 손쉽게 글로벌한 라이브 스트리밍 서비스를 구축하는 데모를 보여 드립니다.
Optimize costs - Migrate existing workloads to the new A1 EC2 Instances - CMP...Amazon Web Services
In this workshop, attendees build a DevOps pipeline for deploying a data-driven web application to AWS and explore options for optimizing operational costs. Over the course of this workshop, you will use the AWS Cloud9 IDE and AWS CodeStar services to build and deploy an ASP.NET Core web application that uses a database backend to store catalog data. We first deploy the application on Amazon EC2 instances based on x86 CPUs against a Microsoft SQL Server database. We explore options for customers to optimize operational costs by up to 45% when redeploying the same application on Arm-based Amazon EC2 A1 instances running against an Amazon Aurora cluster. Please be sure to bring your laptop.
This session covers best practices, features, and capabilities that users of Microsoft products can leverage in AWS. We emphasize Windows Server, Microsoft SQL Server, Active Directory, and .NET capabilities available and deeply integrated in AWS. With these learnings, you can extend the value of your Microsoft investments, lower total cost of ownership (TCO), and keep users working in familiar environments.
Architecting security and governance through policy guardrails in Amazon EKS ...Amazon Web Services
Amazon EKS makes it easy to run Kubernetes on AWS without managing master nodes or etcd operators. Kubernetes offers a powerful abstraction layer for managing containerized infrastructure, which presents unique challenges to AWS media customers. In this session, we share lessons from Synamedia, and we discuss its reasons for moving to EKS and the security and governance implications for migrating workloads. Learn about the approach and benefits for establishing security and governance with Open Policy Agent (OPA), which uses Kubernetes validating and mutating admission controllers to establish policy guardrails for container registries, input, load balancers, and other objects within EKS.
Continuous Delivery on AWS with Zero DowntimeCasey Lee
Learn how to leverage AWS CodePipeline, AWS CodeBuild, and AWS CodeDeploy to build continuous delivery pipelines for your containerized applications. In this talk, learn how these services work together, not only to automate the deployment of your application but to do so without downtime, by leveraging blue/green traffic shifting and automated rollbacks.
The AWS Cloud offers infrastructure resources optimized for running containers, as well as a set of orchestration services that make it easy for you to build and run containerized applications in production. In this session we will review how Docker containers are used to build microservices and how Amazon Elastic Container Service (Amazon ECS) and AWS Fargate are used for container orchestration to help customers like FINRA run and scale containerized applications on AWS.
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS SummitAmazon Web Services
Amazon EC2 A1 instances are the first EC2 instances powered by Arm-based AWS Graviton processors. They deliver significant cost savings for scale-out and Arm-based applications, such as web servers, containerized microservices, caching fleets, and distributed data stores that are supported by the extensive Arm product platform. In this workshop, you learn about EC2 A1 instances and experience how easy it can be to migrate and run your workloads on EC2 A1.
Looking to make your document processing operations more effective and cost-efficient with AI/ML? Learn from the experts of Provectus and Amazon Web Services (AWS) how to choose the right solution for your company! We will look into the management and engineering perspectives of AI document processing, from industry use cases and the solution map to our unique methodology for assessing available document processing solutions to Provectus IDP. Whether you are looking for a ready-made solution or you plan to build a custom solution of your own, this webinar will help you find the best option for your business.
Agenda
- Introductions
- Industry use cases
- Intelligent Document Processing (IDP) overview
- IDP Solutions map
- AWS IDP Solution
- Provectus IDP Platform
- Q&A
Intended Audience
Technology executives and decision makers, including such roles as CIO, CCO, COO, and CDO; digital transformation managers; data and ML engineers.
Presenters
Almir Davletov, IDP Subject Matter Expert, Provectus
Yaroslav Tarasyuk, Business Development, Provectus
Sonali Sahu, Sr. Solutions Architect, AWS
Interested? Learn more about Provectus Intelligent Document Processing Solution: https://provectus.com/document-processing-solution/
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.Provectus
Healthcare organizations generate piles of documents and forms in different formats, making it difficult to achieve operational excellence and streamline business processes. Manual entry and OCR are no longer viable, and healthcare entities are looking for new solutions to handle documents.
In this presentation you can learn about:
- Healthcare document types and use cases
- IDP framework: building blocks for document processing solutions
- The document processing market landscape
- Methodology for solution evaluation: comparing apples to apples
Whether you are looking for a ready-made solution or plan to build a custom solution of your own, this webinar will help you find the best fit for your healthcare use cases.
Choosing the Right Document Processing Solution for Healthcare OrganizationsProvectus
Looking to automate document processing in your healthcare organization? Learn from Provectus & AWS experts how to make data capture, conversion, and analytics more efficient. Process and manage documents faster and on a larger scale with AI & Machine Learning.
In this presentation, we offer management and engineering perspectives on document processing with AI, to help you explore available options. Whether you are looking for a ready-made solution or plan to build a custom solution of your own, this webinar will help you find the best fit for your healthcare use cases.
MLOps and Data Quality: Deploying Reliable ML Models in ProductionProvectus
Looking to build a robust machine learning infrastructure to streamline MLOps? Learn from Provectus experts how to ensure the success of your MLOps initiative by implementing Data QA components in your ML infrastructure.
For most organizations, the development of multiple machine learning models, their deployment and maintenance in production are relatively new tasks. Join Provectus as we explain how to build an end-to-end infrastructure for machine learning, with a focus on data quality and metadata management, to standardize and streamline machine learning life cycle management (MLOps).
Agenda
- Data Quality and why it matters
- Challenges and solutions of Data Testing
- Challenges and solutions of Model Testing
- MLOps pipelines and why they matter
- How to expand validation pipelines for Data Quality
AI Stack on AWS: Amazon SageMaker and BeyondProvectus
Looking to learn more about AWS AI stack? Join experts from Provectus & AWS to find out how to use Amazon SageMaker (with combination with other tools and services) to enable enterprise-wide AI.
Companies are looking to scale and become more productive when it comes to AI and data initiatives. They seek to launch AI projects more rapidly, which, among many other factors, requires a robust machine learning infrastructure. In this webinar, you will learn how to create a canonical SageMaker workflow, expand the SageMaker workflow to a holistic implementation, enhance and expand the implementation using best practices for feature store, data versioning, ML pipeline orchestration, and model monitoring.
Agenda
- Introductions
- Amazon SageMaker Overview
- Real-World Use Case
- Data Lake for Machine Learning
- Amazon SageMaker Experiments
- Orchestration Beyond SageMaker Experiments
- Amazon SageMaker Debugger
- Amazon SageMaker Model Monitor
- Webinar Takeaways
Intended audience
Technology executives & decision makers, manager-level tech roles, data engineers & data scientists, ML practitioners & ML engineers, and developers
Presenters
- Stepan Pushkarev, Chief Technology Officer, Provectus
- Pritpal Sahota, Technical Account Manager, Provectus
- Christopher A. Burns, Sr. AI/ML Solution Architect, AWS
Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions!
REQUEST WEBINAR: https://provectus.com/ai-stack-on-aws-sagemaker-and-beyond-mar-2020/
Feature Store as a Data Foundation for Machine LearningProvectus
Looking to design and build a centralized, scalable Feature Store for your Data Science & Machine Learning teams to take advantage of? Come and learn from experts of Provectus and Amazon Web Services (AWS) how to!
Feature Store is a key component of the ML stack and data infrastructure, which enables feature engineering and management. By having a Feature Store, organizations can save massive amounts of resources, innovate faster, and drive ML processes at scale. In this webinar, you will learn how to build a Feature Store with a data mesh pattern and see how to achieve consistency between real-time and training features, to improve reproducibility with time-traveling for data.
Agenda
- Modern Data Lakes & Modern ML Infrastructure
- Existing and Emerging Architectural Shifts
- Feature Store: Overview and Reference Architecture
- AWS Perspective on Feature Store
Intended Audience
Technology executives & decision makers, manager-level tech roles, data architects & analysts, data engineers & data scientists, ML practitioners & ML engineers, and developers
Presenters
- Stepan Pushkarev, Chief Technology Officer, Provectus
- Gandhi Raketla, Senior Solutions Architect, AWS
- German Osin, Senior Solutions Architect, Provectus
Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions!
REQUEST WEBINAR: https://provectus.com/webinar-feature-store-as-data-foundation-for-ml-nov-2020/
MLOps and Reproducible ML on AWS with Kubeflow and SageMakerProvectus
Looking to implement MLOps using AWS services and Kubeflow? Come and learn about machine learning from the experts of Provectus and Amazon Web Services (AWS)!
Businesses recognize that machine learning projects are important but go beyond just building and deploying models, which is mostly done by organizations. Successful ML projects entail a complete lifecycle involving ML, DevOps, and data engineering and are built on top of ML infrastructure.
AWS and Amazon SageMaker provide a foundation for building infrastructure for machine learning while Kubeflow is a great open source project, which is not given enough credit in the AWS community. In this webinar, we show how to design and build an end-to-end ML infrastructure on AWS.
Agenda
- Introductions
- Case Study: GoCheck Kids
- Overview of AWS Infrastructure for Machine Learning
- Provectus ML Infrastructure on AWS
- Experimentation
- MLOps
- Feature Store
Intended Audience
Technology executives & decision makers, manager-level tech roles, data engineers & data scientists, ML practitioners & ML engineers, and developers
Presenters
- Stepan Pushkarev, Chief Technology Officer, Provectus
- Qingwei Li, ML Specialist Solutions Architect, AWS
Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions!
REQUEST WEBINAR: https://provectus.com/webinar-mlops-and-reproducible-ml-on-aws-with-kubeflow-and-sagemaker-aug-2020/
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMRProvectus
Considering new ways and options for reducing operational costs and scaling flexibility of your Apache Hadoop/Spark? Try migrating to Amazon EMR!
On-premises Apache Hadoop/Spark clusters are among the top sources of financial pressure for businesses. IT organizations want to reduce spend while still meeting demand, to keep their legacy data applications up and running. Come and learn from experts at Provectus & AWS how you can use Amazon EMR to start driving cost efficiencies in your organization!
Agenda
- Hadoop market and cost optimizations using Amazon EMR
- Cost related and other challenges of on-prem Hadoop clusters
- Cost optimizations by using Amazon EMR and migration best practices
Intended audience
Technology executives & decision makers, manager-level tech roles, data engineers & data scientists, and developers
Presenters
- Stepan Pushkarev, Chief Technology Officer, Provectus
- Pritpal Sahota, Technical Account Manager, Provectus
- Nirav Shah, Senior Solutions Architect, AWS
- Perry Peterson, Business Development Manager, AWS
Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions!
REQUEST WEBINAR: https://provectus.com/cost-optimization-for-apache-hadoop-spark-workloads-with-amazon-emr-june-2020/
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...Provectus
What's a machine learning workflow? What open source tools can you use to automate ML workflow?
Reproducible ML pipelines in research and production with monitoring insights from live inference clusters could enable and accelerate the delivery of AI solutions for enterprises. There is a growing ecosystem of tools that augment researchers and machine learning engineers in their day to day operations.
Still, there are big gaps in the machine learning workflow when it comes to training dataset versioning, training performance and metadata tracking, integration testing, inferencing quality monitoring, bias detection, concept drift detection and other aspects that prevent the adoption of AI in organizations of all sizes.
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...Provectus
AWS Dev Day Kyiv 2019
Track: Analytics & Machine Learning
Session: "Building a Modern Data platform in the Cloud"
Speaker: Alex Casalboni, AWS Technical Evangelist
Level: 300
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/HIDnAG9AxZo
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...Provectus
AWS Dev Day Kyiv 2019
Track: Modern Application Development
Session: "How to build a global serverless service"
Speaker: Alex Casalboni, AWS Technical Evangelist
Level: 400
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/Q19B-NTkMfk
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...Provectus
AWS Dev Day Kyiv 2019
Track: Backend & Architecture
Session: "Automating AWS Infrastructure with PowerShell"
Speaker: Martin Beeby, AWS Principle Evangelist
Level: 300
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/rgIjjK2J4dQ
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...Provectus
AWS Dev Day Kyiv 2019
Track: Analytics & Machine Learning
Session: "Analyzing your web and application logs"
Speaker: Javier Ramirez, AWS Technical Evangelist
Level: 300
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/IpEhEs1sXeg
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...Provectus
AWS Dev Day Kyiv 2019
Track: Backend & Architecture
Session: "Resiliency and Availability Design Patterns for the Cloud"
Speaker: Sebastien Stormacq, AWS Technical Evangelist
Level: 400
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/O8gonQCJawU
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...Provectus
AWS Dev Day Kyiv 2019
Track: Backend & Architecture
Session: ""Architecting SaaS solutions on AWS""
Speaker: Oleksandr Mykhalchuk, Director of DevOps & Cloud Services at Softserve
Level: 300
Video: https://youtu.be/3lKoe-ts8Qs
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019Provectus
AWS Dev Day Kyiv 2019
Track: Backend & Architecture
Session: "How to build real-time backends"
Speaker: Martin Beeby, AWS Principle Evangelist
Level: 300
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://youtu.be/bsZYA6V3bDA
"Integrate your front end apps with serverless backend in the cloud", Sebasti...Provectus
AWS Dev Day Kyiv 2019
Track: Modern Application Development
Session: "Integrate your front end apps with serverless backend in the cloud"
Speaker: Sebastien Stormacq, AWS Technical Evangelist
Level: 200
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://www.youtube.com/watch?v=6z43H11qoU8&t=1s
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019Provectus
AWS Dev Day Kyiv 2019
Track: Analytics & Machine Learning
Session: ""Scaling ML from 0 to millions of users""
Speaker: Julien Simon, Global AI & Machine Learning Evangelist at AWS
Level: 300
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
Video: https://www.youtube.com/watch?v=N73u1mx9DqY
How to implement authorization in your backend with AWS IAMProvectus
AWS Dev Day Kyiv 2019
Track: Backend & Architecture
Session: ""How to implement authorization in your backend with AWS IAM""
Speaker: Stas Ivaschenko, AWS solutions architect at Provectus
Level: 400
Video: https://www.youtube.com/watch?v=4Jje_WJ4V7Q
AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services.
Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!
Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine
"
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
2. @ t h e b e e b s
M a r t i n B e e b y
@ t h e b e e b s
A software developer since I was 16
Developer for 20 years
Work at Amazon Web Services
MARTIN BEEBY
@THEBEEBS
THEBEEBS.CO.UK/INCEPTION
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