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Feed: AWS Partner Network (APN) Blog. Author: Tod Golding. By Tod Golding, Principal Partner Solutions Architect at AWSTenant isolation is fundamental to the design and development of software-as-a-service (SaaS) systems. It enables SaaS providers to reassure customers that—even in a multi-tenant environment—their resources cannot be accessed by other tenants. While the importance of isolation is well understood, the strategies for realizing a robust isolation model vary significantly based on the design of your SaaS application and the services it uses. As a Partner Solutions Architect for AWS SaaS Factory, I have worked with organizations that have a wide range of ... Read More

Feed: The Connector by Workato. Author: Jon Gitlin; As organizations by and large embrace Slack as the place their teams work, there are a variety of integrations that can make the business communications platform all the more collaborative and valuable for employees. To that end, we’ve highlighted 5 Slack app integrations that can help your organization make the most of the platform! 1. Connect Google Drive with Slack to Help Employees Share and Access Documents Every employee needs to share documents with colleagues, whether it’s to collect feedback or get approvals.  If you’re in HR, it can be a job ... Read More

Feed: Planet MySQL; Author: The Pythian Group; If you have a New Relic Infrastructure Pro license, and unmonitored MySQL servers, there’s now an easy solution at your fingertips. With the New Relic MySQL integration you can monitor and graph almost any detailed metric you could possibly want. New Relic recently unified its analytics tools with New Relic One, a dashboard that provides quick access to all the New Relic tools. With an Infrastructure Pro subscription, you get access to: New Relic Infrastructure: Flexible, dynamic monitoring of your entire infrastructure, from services running in the cloud or on dedicated hosts, to ... Read More

Feed: Recent Announcements. AWS Cost Anomaly Detection is backed by a machine learning model that is able to detect various types of anomalies (whether a one-time cost surge, or gradual cost increases) with minimal user intervention. The model learns your historical cost and usage, as well as accounts for unique, organic growth and seasonal trends. AWS Cost Anomaly Detection goes further by providing root cause analysis when possible, saving you from spending time to research these anomalies.   As part of the AWS Cost Management suite, AWS Cost Anomaly Detection is integrated with AWS Cost Explorer so you can further ... Read More

Feed: Featured Blog Posts - Data Science Central. Author: Siddhaling Urolagin. Machine Learning and Artificial Intelligence for Business Recovery after COVID 19 Currently, the world is facing the most challenging time and going through economic turmoil. One of the important priorities of many companies is to recover quickly from the current scenario and be operational as quickly as possible. The coronavirus has impacted many companies and this economic hit is very fast throughout the world. Companies around the globe are looking for stabilizing their business and the recovery. According to the Organization for Economic Co-operation and Development of the reports ... Read More

Feed: Featured Blog Posts - Data Science Central. Author: Diego Lopez Yse. You might be wondering if machines are a threat to the world we live in, or if they’re just another tool in our quest to improve ourselves. If you think that AI is just another tool, you might be surprised to hear that some of the biggest names in technology have a clear concern for it. As Mark Ralston wrote, “The great fear of machine intelligence is that it may take over our jobs, our economies, and our governments”. If you disagree with this idea, that’s OK, because ... Read More

Feed: R-bloggers. Author: Roel M. Hogervorst. In this tutorial I have an R script that runs every day on github actions. It creates a curve in ggplot2 and posts that picture to twitter. The use case is this: You have a script and it needs to run on a schedule (for instance every day). Other ways to schedule a script I will create a new post for many of the other ways on which you can run an R script on schedule. But in this case I will run the script on github actions. Github actions is completely scriptable and ... Read More

Feed: R-bloggers. Author: Dominik Krzemiński. tl;dr shiny.semantic is an R package created by Appsilon that brings the Fomantic UI library to Shiny apps. With shiny.semantic, you can rapidly create great looking Shiny apps with non-standard UI components. We have just released version 0.4.0, which includes standardized syntax, a useful grid functionality for easily positioning UI elements, and multiple quality of life improvements. With grid, you can create a single layout that works on mobile, tablet, and computer. shiny.semantic is available on CRAN. To learn more about Appsilon’s open source packages, visit our new shiny.tools landing page.  Appsilon’s shiny.tools landing page for our ... Read More

Feed: Featured Blog Posts - Data Science Central. Author: William Vorhies. Summary: Since BERT NLP models were first introduced by Google in 2018 they have become the go-to choice.  New evidence however shows that LSTM models may widely outperform BERT meaning you may need to evaluate both approaches for your NLP project. Over the last year or two, if you needed to bring in an NLP project quickly and with SOTA (state of the art) performance, increasingly you reached for a pretrained BERT module as the starting point. BERT (Bidirectional Encoder Representations for Transformers) has been heralded as the go-to ... Read More

Feed: AWS Architecture Blog. When you want to optimize your Java application on AWS Lambda for performance and cost the general steps are: Build, measure, then optimize! To accomplish this, you need a solid monitoring mechanism. Amazon CloudWatch and AWS X-Ray are well suited for this task since they already provide lots of data about your AWS Lambda function. This includes overall memory consumption, initialization time, and duration of your invocations. To examine the Java Virtual Machine (JVM) memory you require garbage collection logs from your functions. Instances of an AWS Lambda function have a short lifecycle compared to a ... Read More