Tag: workflow

Feed: Neo4j Graph Database Platform. Author: Jocelyn Hoppa. By Michael Hunger, Developer Relations | March 21, 2019Reading time: 2 minutes As the Director of the Developer Relations engineering team, I couldn’t be more proud of the things we have achieved over the last few years. Our focus was to build integrations, tools and libraries that extend the Neo4j Graph Platform and make it easier for all users to successfully use the database for their projects.With my colleagues William Lyon, Mark Needham, Jennifer Reif, David Allen, Stefan Armbruster, Andrew Bowman and many more – as well as our partners from Larus ... Read More

Feed: All - O'Reilly Media. Author: Patrick Hall. Cyber crime (source: Pixabay) Check out the "Ethics, Privacy, and Security" sessions at the Artificial Intelligence Conference in New York, April 15-18, 2019. Like many others, I’ve known for some time that machine learning models themselves could pose security risks. A recent flourish of posts and papers has outlined the broader topic, listed attack vectors and vulnerabilities, started to propose defensive solutions, and provided the necessary framework for this post. The objective here is to brainstorm on potential security vulnerabilities and defenses in the context of popular, traditional predictive modeling systems, such ... Read More

Feed: Microsoft Azure Blog. Author: Rimma Nehme. We’re excited to announce that Forrester has named Microsoft as a Leader in The Forrester Wave™: Big Data NoSQL, Q1 2019 based on their evaluation of Azure Cosmos DB. We believe Forrester’s findings validate the exceptional market momentum of Azure Cosmos DB and how happy our customers are with the product. NoSQL platforms are on the rise According to Forrester, “half of global data and analytics technology decision makers have either implemented or are implementing NoSQL platforms, taking advantage of the benefits of a flexible database that serves a broad range of use ... Read More

Feed: AWS Big Data Blog. Leading technology companies, such as Netflix and Airbnb, are building on AWS to solve problems on the edge of the data ecosystem. While these companies show us what data and analytics make possible, the complexity and scale of their problems aren’t typical. Most of our challenges aren’t figuring out how to process billions of records to provide real-time recommendations to millions of customers. Instead, we struggle with wrangling the data that we have, finding and sharing insights from that data, and then acting on them. This leads even the most savvy data teams that have ... Read More

Feed: Microsoft Azure Blog. Author: Ram Shankar Siva Kumar. Last week we launched Azure Sentinel, a cloud native SIEM tool. Machine learning (ML) in Azure Sentinel is built-in right from the beginning. We have thoughtfully designed the system with ML innovations aimed to make security analysts, security data scientists, and engineers productive. The focus is to reduce alert fatigue and offer ML toolkits tailored to the security community. The three ML pillars in Azure Sentinel include Fusion, built-in ML, build your own ML. Fusion Alert fatigue is real. Security analysts face a huge burden of triage as they not only ... Read More

Feed: R-bloggers. Author: rOpenSci - open tools for open science. Version 7.0.0 of drake just arrived on CRAN, and it is faster and easier to use than previous releases. install.packages("drake") Recap Data analysis can be slow. A round of scientific computation can take several minutes, hours, or even days to complete. After it finishes, if you update your code or data, your hard-earned results may no longer be valid. How much of that valuable output can you keep, and how much do you need to update? How much runtime must you endure all over again? For projects in R, the ... Read More

Feed: R-bloggers. Author: hrbrmstr. There’s been alot of talk about “dependencies” in the R universe of late. This is not really a post about that but more of a “really, don’t do this” if you decide you want to poke the dependency bear by trying to build a deeply flawed model off of CRAN package metadata. CRAN packages undergo checks. Here’s one for akima (I :heart: me some gridded interpolation functions, plus this package is not in any hot-button R tribe right now): Flavor Version Tinstall Tcheck Ttotal Status Flags r-devel-linux-x86_64-debian-clang 0.6-2 9.83 32.67 42.50 OK r-devel-linux-x86_64-debian-gcc 0.6-2 8.53 26.56 ... Read More

Feed: R-bloggers. Author: Learning Machines. As promised in the post Learning Data Science: Modelling Basics we will now go a step further and try to predict income brackets with real world data and different modelling approaches. We will learn a thing or two along the way, e.g. about the so-called Accuracy-Interpretability Trade-Off, so read on… The data we will use is from here: Marketing data set. The description reads: This dataset contains questions from questionnaires that were filled out by shopping mall customers in the San Francisco Bay area. The goal is to predict the Annual Income of Household from ... Read More

Feed: The Internet of Things on AWS – Official Blog. Author: Mary Miller. NVIDIA’s GPU Technology Conference (GTC) 2019 is almost here! We don’t want you to miss any IoT content, so in this blog post we’ll share some technical demonstrations that show how emerging technologies, including IoT, edge computing, AI and machine learning, and robotics, will shape our world.In the AWS Booth (#1221) Anomaly Detection in The Seattle SpheresThe Spheres is an innovative Amazon building project and home to more than 40,000 plants from the cloud forest regions of more than 30 countries. We’ve collected environmental data since its ... Read More

Feed: What's New. The renewal command invokes the workflow to renew any AWS Certificate Manager (ACM) Private Certificate Authority (CA) certificate which has been generated by ACM. The private certificate can then be exported anywhere: to Amazon EC2 instances, containers, devices, or on-premises servers outside of AWS. The renewal command is for developers who want to test the managed renewal and deployment of their ACM Private CA certificates and validate end-to-end operations. Developers use ACM Private CA certificates to identify resources within an organization and establish secure encrypted communications channels with clients, servers, applications, services, devices, and users ... Read More