Why ML/AI Developers and Platform Teams Choose Metaflow
This article outlines Metaflow’s design philosophy and walks through its core features that you can use to assemble your own tailored ML/AI platform.
Whisper with Metaflow on Kubernetes
How to run and optimize OpenAI’s Whisper model on a state-of-the-art Kubernetes cluster powered by Metaflow.
Visualize Everything with AI
Learn how AI agents can be used to add visualizations and custom UIs to ML/AI projects in minutes, with a high degree of confidence in their correctness.
Unlocking the Future of Open-Source AI: A Fireside Chat with Hailey Schoelkopf
Our recent fireside chat with Hailey Schoelkopf from EleutherAI explored the future of open-source AI, highlighting the critical role of transparent research infrastructure, the importance of robust evaluation tools, and the potential of localized and multimodal models to serve diverse communities.
Training a Large Language Model With Metaflow, Featuring Dolly
We use Metaflow to train Dolly, to show an example of fine-tuning LLMs and what it takes to use these models in practice.
The Modern Stack of ML Infrastructure
A discussion about the machine learning deployment stack and why data makes software different.
The Many Ways to Deploy a Model
There are many ways to deploy models and perform inference. Here, we share our decision rubric for model deployments using LLM inference as an example.
The 6 Steps to Cost-Optimized ML/AI/Data Workloads
We share a six-step process for understanding cloud costs, attributing, and minimizing them. The process is conveniently integrated in the Outerbounds platform.
The 4 Main Tasks in the Production ML Lifecycle, MLOps, and Data-centric AI
A recap of a chat with Shreya Shankar about her paper, Operationalizing Machine Learning: Patterns and Pain Points from MLOps Practitioners.
Testable Technical Documentation with Notebooks, nbdev, and Docusaurus
Learn how you can streamline authoring, testing and maintenance of technical documentation with Jupyter Notebooks, nbdev and Docusaurus.