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October 28-30 - Conference
Lyon Convention Centre - Lyon, France
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Wednesday, October 30 • 16:15 - 16:50
The State of Production Machine Learning in 2019 - Alejandro Saucedo, The Institute for Ethical AI & Machine Learning

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The machine learning ecosystem has been growing at break-neck speed making it harder to navigate. Similarly, as machine learning gets deployed in production, we find ourselves trying to address new complexities at higher states. It is critical that we idenfiy the different areas of focus for robust, reliable and scalable machine learning systems that require an intersection of best practices from the worlds of data science, devops and software engineering.

In this talk we dive into the state of production machine learning in 2019, where we start by defining the motivations for the talk, including challenges of ML at scale such as reproducibility, versioning, explainability, privacy, adversarial robustness and beyond. Then we proceed to dive into three of the most critical and broadly discussed areas of produciton ML in 2019, which include Model Orchestration, ML Versioning and Explainable AI. For each we define the ecosystem of open source tools and provide a hands coding example.

avatar for Alejandro Saucedo

Alejandro Saucedo

Engineering Director, Seldon
Alejandro is the Chief Scientist at the Institute for Ethical AI & Machine Learning, where he leads the development of industry standards on machine learning bias, adversarial attacks and differential privacy. Alejandro is also the Director of Machine Learning Engineering at Seldon... Read More →

Wednesday October 30, 2019 16:15 - 16:50
Rhone 1