Article: Facebook AI Open Sources AugLy: A New Python Library For Data Augmentation To Develop Robust Machine Learning Models

Free, Open Data, Open Software

Facebook AI Open Sources AugLy: A New Python Library For Data Augmentation To Develop Robust Machine Learning Models

Facebook has recently open-sourced AugLy, a new Python library that aims to help AI researchers use data augmentations to evaluate and improve the durability of their machine learning models. AugLy provides sophisticated data augmentation tools to create samples to train and test different systems.

AugLy is a new open-source data augmentation library that combines audio, image, video, and text, becoming increasingly significant in several AI research fields. It offers over 100 data augmentations based on people’s real-life images and videos on platforms like Facebook and Instagram.

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Article: The Five Ways To Build Machine Learning Models

Free, Language, Libre, Open Data, Open Software

The Five Ways To Build Machine Learning Models

Machine learning is powering most of the recent advancements in AI, including computer vision, natural language processing, predictive analytics, autonomous systems, and a wide range of applications. Machine learning systems are core to enabling each of these seven patterns of AI.

In order to move up the data value chain from the information level  to the knowledge level, we need to apply machine learning that will enable systems to identify patterns in data and learn from those patterns to apply to new, never before seen data. Machine learning is not all of AI, but it is a big part of it.

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Article: DataStax collaborates with NetApp to adopt and manage high scale, cloud native data

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DataStax collaborates with NetApp to adopt and manage high scale, cloud native data

DataStax announced a collaboration with NetApp to deliver full lifecycle management for cloud native data in its DataStax Enterprise database as well as open source Apache Cassandra clusters. As part of this partnership, the two companies have worked together to integrate the NetApp Astra data management service for Kubernetes workloads with DataStax Enterprise and Cassandra to provide a single pane of glass management for Cassandra data in modern containerized environments.

With companies adopting more cloud native applications, managing data and storage at scale becomes more important. DataStax Enterprise is a massively scalable, highly available, cloud-native database built on Apache Cassandra – an open source, scale-out database that runs across multiple cloud instances and locations.

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Article: Many hands make light work: The secret of open source’s success

Free, Libre, Open Software, Open Source

Many hands make light work: The secret of open source’s success

Open source software is now the de facto choice for most businesses, but it’s been a long time coming. We asked Marc Linster, CTO at EDB, a company that provides software and services based on the database PostgreSQL (Postgres) – one of the very earliest open source projects – for his take on the current state of enterprise open source.

For many years, open source software was the domain of academics and hobbyists. What was the tipping point that convinced businesses and public sector organizations to take it seriously? It’s not so much a tipping point but rather a confluence of events, said Linster, addressing Postgres as an example.

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Article: Reactive, reproducible, collaborative: computational notebooks evolve

Document, Free, Libre, Open Software, Research

Reactive, reproducible, collaborative: computational notebooks evolve

This year marks ten years since the launch of the IPython Notebook. The open-source tool, now known as the Jupyter Notebook, has become an exceedingly popular piece of data-science kit, with millions of notebooks deposited to the GitHub code-sharing site.

Computational notebooks combine code, results, text and images in a single document, yielding what Stephen Wolfram, creator of the Mathematica software package, has called a “computational essay”. And whether written using Jupyter, Mathematica, RStudio or any other platform, researchers can use them for iterative data exploration, communication, teaching and more.

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Article: Google, 2K Games Launch Free-To-Use Open Source Cloud Game Save System

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Google, 2K Games Launch Free-To-Use Open Source Cloud Game Save System

Google stepped away from games development earlier this year when it shut down its two development studios, but it seems that the internet giant is still keeping its hands in the world of gaming. The company just announced a brand new open-source cloud storage program that’s designed specifically for video games.

In collaboration with 2K Games comes Open Saves. This open-source cloud-based system uses Google Cloud to make handling a video game’s data requirements much easier. Open Saves automatically decides what sort of back-end storage solution to use depending on the data.

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Article: A tiny nonprofit is using tech to quietly transform the prison system

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A tiny nonprofit is using tech to quietly transform the prison system

The pandemic made success stories out of all kinds of for-profit tech companies — and also for one small technical nonprofit called Recidiviz. The company provides open-source data tracking and management software for state prison, probation and payroll systems, and it became astoundingly important in the middle of the deadly pandemic that ravaged prisons across the country.

Clementine Jacoby’s Y Combinator startup went from its slow, under-the-radar push to integrate data tools into a few state systems to a sudden burst of frenzied activity to provide the data state prison administrators needed to launch early release programs.

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Article: How Open-Source Projects Help Companies Scale

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How Open-Source Projects Help Companies Scale

According to a recent survey, companies that use databases as a service have grown to 45%. Interestingly, half of the large companies employ more than one open-source database service.

Open-source projects such as Linux or Kubernetes come once in a decade and change the course of industries. Open-source software has launched many billion-dollar ventures. Open-source enables developers around the world to collaborate on a common goal. Benefits of the open-source market.

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Article: Why Open Source Matter more than ever in Education

Free, Libre, Open Software, Open Source

Why Open Source Matter more than ever in Education

For education to be successful in transforming our global community, it must be accessible – and that is what open-source technologies bring to the world of learning. By definition, open-source software has freely available code that can be redistributed and modified without limitation. Unlike closed-source software, which does not share its code and must be licensed, open-source software alleviates one of the most pressing barriers to education across the globe: cost.

At the forefront in the open source education space has been Moodle™, which, since its inception in 2002, has helped revolutionize the education space as we know it by providing educators with a free tool to support learning in various forms. At the time of writing, there are almost 260 million users on over 180,000 registered Moodle™ sites across the globe relying on this platform to power their initiatives. This is exponentially more users and institutions than use any other platform.  For many, this would not be possible if it were not open source.

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Article: How the open source community helped firms investigate their network activity following SolarWinds

Free, Libre, Open Software

How the open source community helped firms investigate their network activity following SolarWinds

The ramifications of the SolarWinds attack are still unfolding more than four months since the breaches were revealed to the public. One underappreciated facet of the wide-ranging scandal that has engulfed much of the U.S. government and hundreds of major companies involves the powerful role the open source community played in helping enterprises respond to the crisis, according to Greg Bell, co-founder and CSO of cybersecurity company Corelight.

“What happened with the Sunburst malware is that when FireEye/Mandiant discovered the attack and made this sort of amazingly detailed disclosure, they released information about the attack—so called indicators of compromise—in open formats on GitHub, the platform where open source tools are built and where information is shared,” Bell said.

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