Click to learn more about author Paolo Tamagnini. Welcome our integrated deployment blog series, where we focus on solving the challenges around productionizing Data Science. Topics will include: Resolving the challenges of deploying models Building guided analytics applications that create not only a model but a complete model process, using our component approach to AutoML […]
What to Look for in a Model Server to Build Machine Learning-Powered Services
Click to learn more about co- author Ion Stoica. Click to learn more about co- author Ben Lorica. Machine learning is being embedded in applications that involve many data types and data sources. This means that software developers from different backgrounds need to work on projects that involve ML. In our previous post, we listed key […]
Five Key Features for a Machine Learning Platform
Click to learn more about co- author Ion Stoica. Click to learn more about co- author Ben Lorica. Machine learning platform designers need to meet current challenges and plan for future workloads. As machine learning gains a foothold in more and more companies, teams are struggling with the intricacies of managing the machine learning lifecycle. […]
What Is an ETL Developer?
Click to learn more about author Edwin Lisowski. What is ETL? To begin with, ETL stands for extract, transform, and load. ETL allows businesses to collect data from various sources into one database. The process consists of three stages: 1. Reading data from a database2. Converting the extracted data into a form that can be […]
Instana Provides First Continuous Production Profiling for Node.js and Go
According to a recent press release, “Instana, the leading provider of real-time application performance management (APM) solutions for cloud-native microservice applications, today announced a set of enhanced troubleshooting and monitoring capabilities for developers with new always-on production profiling solutions for Node.js and Go applications, as well as automatic tracing of Python Serverless functions running on […]
IBM Announces Elyra AI Toolkit
A new press release reports, “Jupyter Notebooks are now the open standard for data science and artificial intelligence (AI) model development. In keeping with our commitment to open source and the Jupyter community, in particular, IBM is proud to announce Elyra, a set of open source AI-centric extensions to Jupyter Notebooks, and, more specifically, the […]
Infragistics Adds Predictive Analytics, ML and More to Reveal Embedded BI Tool
According to a recent press release, “Infragistics is excited to announce a major upgrade to its embedded data analytics software, Reveal. In addition to its fast, easy integration into any platform or deployment option, Reveal’s newest features address the latest trends in data analytics: predictive and advanced analytics, machine learning, R and Python scripting, big […]
Case Study: Deriving Spark Encoders and Schemas Using Implicits
Click to learn more about author Dávid Szakallas. In recent years, the size and complexity of our Identity Graph, a data lake containing identity information about people and businesses around the world, begged the addition of Big Data technologies in the ingestion process. We used Apache Pig initially, and then migrated to Apache Spark a […]
Iterating on Machine Learning Algorithms Made Easy With Lucidworks Fusion 5.0
According to a recent press release, “Lucidworks, a leader in AI-powered search, today announced native Python support in Fusion 5.0, the latest version of the company’s flagship enterprise search product. The new feature opens up the option for data scientists to train and build models using their preferred machine learning and deep learning libraries while […]
Deploying the Obscure Python Script: Neuro-Styling of Portrait Pictures
Click to learn more about author Rosaria Silipo. Click to learn more about co-author Mykhailo Lisovyi. Today’s Style: Caravaggio or Picasso? While surfing on the internet a few months ago, we came across this study[i], promising to train a neural network to alter any image according to your preferred painter’s style. These kinds of studies […]