8 Data Lake Vendors to Make Your Data Life Easier in 2023
Modelingdata engineeringData LakeMLOpsposted by ODSC Team May 31, 2023
Data has to be stored somewhere. Data warehouses are repositories for your cleaned, processed data, but what about all that unstructured data your organization is starting to notice? Where does it go? To make your data management processes easier, here’s a primer on data lakes, and... Read more
How MLOps Work in the Era of Large Language Models
ModelingLarge language modelsMLOpsposted by ODSC Team April 11, 2023
Large language models (LLMs) and generative AI have taken the world by storm, allowing AI to enter the mainstream and show that AI is real and here to stay. However, a new paradigm has entered the chat, as LLMs don’t follow the same rules and expectations... Read more
Solve Your MLOps Problems with an Open Source Data Science Stack
Machine LearningModelingEast 2023MLOpsposted by ODSC Community February 7, 2023
Editor’s note: Dean Pleban is a speaker for ODSC East 2023. Be sure to check out his talk, “Solving MLOps from First Principles,” there! Data scientists have challenges and need tools to overcome them. It’s best to use open-source, best-of-breed, modular solutions. It’s also a good... Read more
Things Data Scientists Should Know About Productionizing Machine Learning
Machine LearningModelingMLOpsposted by ODSC Community January 13, 2023
It is often too much to ask for the data scientist to become a domain expert. However, in all cases the data scientist must develop strong domain empathy to help define and solve the right problems. – Nina Zumel and John Mount, Practical Data Science with... Read more
MLOps V2 Solution Accelerator – Unifying MLOps at Microsoft
Machine LearningModelingAzureMicrosoftMLOpsposted by ODSC Community September 14, 2022
Article by Scott Donohoo and Setu Chokshi of Microsoft. MLOps means different things to different people, however, the fundamental essence of MLOps is to deliver models into productions faster with a consistent, repeatable, and reliable approach. Machine Learning Operations (MLOps) is key to accelerating how data... Read more
MLOps for Musicians
Blogs from ODSC SpeakersConferencesAPAC 2022MLOpsposted by ODSC Community August 16, 2022
Editor’s note: Akira is a speaker for ODSC APAC this September 7th-8th. Be sure to check out his talk, “MLOps for Musicians,” there! Just 5 years ago, thinking about how to deploy and reliably run AI models in a critical operation, known as MLOps, seemed like... Read more
A Brief History of MLOps
Featured PostMLOpsposted by Elizabeth Wallace, ODSC August 15, 2022
Data is becoming more complex, and so are the approaches designed to process it. Companies have access to more data than ever, but many still struggle to glean the full potential of insights from what they have. Machine learning has stepped in to fill the gap.... Read more
10 Trending Virtual MLOps Talks Coming to ODSC Europe 2022
ConferencesEurope 2022MLOpsposted by ODSC Team June 7, 2022
A model that never makes it into production is one that is incapable of producing value for a business or organization. Unfortunately, the percentage of models that make it out of development is still low. However, the field of MLOps is focused on this very problem... Read more
ODSC East 2022 Keynote: NVIDIA and Red Hat on Accelerating AI/ML Deployments with Enterprise-Grade MLOps
ConferencesFeatured PostEast 2022MLOpsNVIDIARed Hatposted by ODSC Team May 12, 2022
At ODSC East, Red Hat’s Abhinav Joshi and NVIDIA’S Matt Akins spoke at length during their keynote on how to accelerate AI/machine learning deployments with enterprise-grade MLOps, while also providing a use case. As artificial intelligence (AI) continues to grow in use, we’re seeing entire industries... Read more
MLOps and data workflows are one of 2022 most trending topics. Here’s just a sample of 15 of over 110 free general talks and MLOps talks from leaders in MLOps that you just shouldn’t miss this April 19th-21st at ODSC East 2022. Grab a free Bronze... Read more