ODSC East 2022 Keynote: NVIDIA and Red Hat on Accelerating AI/ML Deployments with Enterprise-Grade MLOps
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
15 Trending MLOps Talks You Can Access for Free
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
Machine Learning Systems Pt. 1: Overview and Challenges
In 2015, a Machine Learning research paper made massive waves discussing the “Hidden Technical Debt in Machine Learning Systems”. In this paper, Sculley et. al. highlighted how the code to build a machine learning model is a really small piece of the entirety of the project.... Read more
7 Top Machine Learning Operations (MLOps) Startups and the Problem They Solve
Machine Learning Operations (MLOps) is a very hot space within the already rapidly-accelerating growing AI market. The MLOps market alone is expected to grow to almost 200M Top Investors: Gaingels, Insight Partners, Coatue, Bond, Hack VC  Github Link: https://github.com/wandb  | Website: https://www.wandb.ai Founded by Lukas Biewald... Read more
What’s Trending in MLOps in 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
What is MLops and Why Do You Need it?
Editor’s note: Yinxi is a speaker for ODSC East 2022. Be sure to check out her talk alongside Sean Owen, “MLOps: Relieving Technical Debt in ML with MLflow, Delta and Databricks,” to learn more about MLOps! The past decade has seen huge adoption of Machine Learning... Read more
Batteries-Included Workflow Orchestration Tool: Flyte
Editor’s note: The authors are speaking at ODSC West 2021. Be sure to check out their talk, “Deep Dive into Flyte,” there! Machine learning (ML) has been deployed in the industry for over a few decades, but the tooling to support researchers and engineers in this... Read more
Getting Started with Practical MLOps Live Training
The past several years have seen MLOps become an integral part of any organization that plans to take machine learning seriously. However, it can be difficult to know how to effectively implement successful MLOps when you are first starting out. Noah Gift’s upcoming Ai+ Virtual Live... Read more
MLOps: 2021’s Must Have Skill
For most practitioners, the machine learning workflow is straightforward. Training, validation, and deploying models can all be done manually. As machine learning pipelines grow more complex and technical risks increase, however, this is no longer scalable either technically or culturally. Manual processes lack robustness and discipline... Read more
2021 Top Trending Machine Learning Topics
Thanks to insights from our ODSC West researchers, attendees, and instructors we’ve pulled together some of the trending machine learning topics of 2021. We’re excited to host some of the leading experts and top contributors in each of these topics. Here are a few of our... Read more