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Test and deploy containerized PyTorch models to Heroku

PyTorch is an open source machine learning (ML) framework that makes it easy for researchers and developers to move their projects from prototyping to production. With PyTorch, you don’t have to learn complex C++ code - you can use regular Python for your ML projects. This makes it a great choice for anyone who wants to get started quickly and easily with ML.

What is OSS?

Open source software (OSS) is a type of software with source code that can be published, reused, modified, and redistributed free of charge. This approach to building, maintaining, and distributing software has benefits for businesses and end users alike. In this article, you will learn what OSS is, its benefits for the software community, and the differences between different open source licenses.

What is Mean Time to Repair (MTTR)?

Mean time to repair (MTTR) is a metric used to measure the average time required to diagnose and fix a malfunctioning system or component, ensuring it returns to full operational status. In software development, downtime halts user access and disrupts operations, leading to customer dissatisfaction and financial losses. In manufacturing, it slows production, affecting supply chains and profitability. In healthcare, downtime can compromise patient care and safety.

Pytest: Getting started with automated testing for Python

Testing Python applications is critical to ensuring they function as intended in real-world scenarios. Among the numerous testing frameworks available for Python, pytest stands out as a primary choice for many developers. Renowned for its straightforward yet powerful features, pytest makes writing and running tests efficient and effective. In this guide, we’ll explore how to get started with pytest, from installation to writing your first tests.

What is a DevOps engineer? A look inside the role

DevOps engineers play a vital role in modern software organizations, helping to bridge the gap between software development and IT operations. DevOps is a cultural and technical approach that emphasizes collaboration, automation, and continuous integration and delivery (CI/CD). DevOps engineers are responsible for implementing and supporting these practices to improve efficiency, enhance software quality, and accelerate delivery times.

Control multi-regional infrastructure in a monorepo with CircleCI

How can your organization leverage continuous integration (CI) to manage your infrastructure at scale in a reliable, secure, and repeatable fashion? If you are maintaining multiple projects, the monorepo strategy can be a useful approach that allows for a unified build and CI process and makes it easier to enforce coding standards and organizational practices. It can also help DevOps and platform teams streamline dependency management to reduce conflicts and compatibility issues.

From MLOps to LLMOps: The evolution of automation for AI-powered applications

Machine learning operations (MLOps) has become the backbone of efficient artificial intelligence (AI) development. Blending ML with development and operations best practices, MLOps streamlines deploying ML models via continuous testing, updating, and monitoring. But as ML and AI use cases continue to expand, a need arises for specialized tools and best practices to handle the particular conditions of complex AI apps — like those using large language models (LLMs).