Data Science

Walk through the basics of fine-tuning a large language model using Red Hat OpenShift Data Science and HuggingFace Transformers.

Why GPUs are essential for AI and high-performance computing

Audrey Reznik + 3

November 21, 2022

Learn why graphics processing units (GPUs) have become the foundation of artificial intelligence and how they are being used.

Perform inference using Intel OpenVINO Model Server on OpenShift

Audrey Reznik + 1

September 30, 2022

In this article, you will learn how to perform inference on JPEG images using the gRPC API in OpenVINO Model Server in OpenShift. Model servers play an important role in smoothly bringing models from development to production. Models are served via network endpoints which expose an APIs to run predictions.

Intel AI tools save cloud costs, date scientists' time, and time spent developing models. Learn how the AI Kit can help you.

OpenVINO helps you tackle speech-to-text conversion, a common AI use case. Learn more.

Learn how to build, train, and run a PyTorch model

Audrey Reznik

March 23, 2022

Once you have data, how do you start building a PyTorch model? This learning path shows you how to create a PyTorch model with OpenShift Data Science.

Manage Python security with Thoth's cloud-based dependency resolver

Fridolin Pokorny + 1

March 7, 2022

Get a video introduction to Project Thoth's cloud-based Python dependency resolver, then learn how to manage Python dependencies on the Thoth command line.

Data encoding is an important part of data preprocessing. Learn three tried-and-true approaches to data conversions in the Python Pandas library.

Open Source Data Pipelines for Intelligent Applications provides data engineers and scientists insight into how Kubernetes provides a platform for building data platforms that increase an organization’s data agility. 

How to self-host a Python package index using Pulp

Fridolin Pokorny + 3

January 17, 2022

Learn how to set up a Pulp Python repository and publish and consume Python packages using Pulp on the Red Hat Developer Operate First cloud.

Extracting dependencies from Python packages

Fridolin Pokorny

January 14, 2022

Discover how to resolve Python dependencies by extracting metadata and dependency information, and how Project Thoth helps to streamline the process.

More machine learning with OpenShift Data Science

Audrey Reznik

December 23, 2021

Solve the typical data science problems of accessing Amazon S3 data and creating a TensorFlow model by following two new OpenShift Data Science learning paths.

Prevent Python dependency confusion attacks with Thoth

Fridolin Pokorny

December 21, 2021

Discover how Project Thoth solves dependency management issues and vulnerabilities in the Python ecosystem, making the resolution process cloud-based.

Red Hat Developer roundup: Best of November 2021

Red Hat Developer Editorial Team

November 29, 2021

Red Hat Developer shares its readers' top picks of articles posted in November 2021, including two Linux updates. See the full recap at the end of this article.

Build and extend containerized applications with Project Thoth

Fridolin Pokorny + 2

November 25, 2021

Learn how to better build and extend containerized apps by using Project Thoth to control container image quality and provide more robust runtime environments.

Watch this demo by Red Hat Principal Software Engineer Chris Chase on how to build and deploy an object detection model within an intelligent application.

Pull data without duplicating it into a Jupyter notebook using Starburst Galaxy, a fully managed data platform built on Red Hat OpenShift Data Science.

Building machine learning models in the cloud

Audrey Reznik

November 16, 2021

Get hands-on resources for building machine learning models using Red Hat OpenShift Data Science. Learn how to use NLP, Jupyter notebooks, and more.

An intelligent, distributed caching solution that boosts application performance, provides greater deployment flexibility, and minimizes the overhead of standing up new applications.

Thoth prescriptions for resolving Python dependencies

Fridolin Pokorny

September 22, 2021

Thoth prescriptions resolve dependency conflicts in Python application stacks. Learn how to create and use them to build healthier Python applications.

A cloud service that gives data scientists and developers a powerful AI/ML platform for building intelligent applications.