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Edward Screven on machine learning

From Oracle Live: MySQL HeatWave—New Machine Learning Capabilities | FULL SHOW · · Oracle

“Machine learning is built into MySQL HeatWave — model building, hyperparameter selection, training and inference all happen inside the database; the marginal cost of HeatWave ML is zero because it's included.”

Edward Screven
Executive Vice President & Chief Corporate Architect, Oracle Corporation
Controversial Policy Impact machine learningproduct pricingcloud databases

On , Edward Screven, Executive Vice President & Chief Corporate Architect at Oracle Corporation, spoke about machine learning during Oracle Live: MySQL HeatWave—New Machine Learning Capabilities | FULL SHOW on Oracle.

Oracle Live: MySQL HeatWave—New Machine Learning Capabilities | FULL SHOW
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Oracle Live: MySQL HeatWave—New Machine Learning Capabilities | FULL SHOW
Oracle
Watch on YouTube
Learn more—MySQL HeatWave: https://www.oracle.com/mysql/heatwave/ Many organizations successfully use machine learning (ML) for fraud detection, purchase recommendations, hiring, and more. However, many projects fail to achieve the desired results. From the labor-intensive and costly process of extracting and moving data to the ML application, to the time-consuming model training, and to lack of understanding the generated output, organizations encounter challenges in rolling out ML implementations. On March 29, join Edward Screven, chief corporate architect at Oracle as he announces new capabilities for MySQL HeatWave that make it easy for developers and users to incorporate ML into their applications and get fast, accurate results while lowering costs. Contact Oracle Sales: https://social.ora.cl/6001JzysT Oracle: http://social.ora.cl/6008yDYy4 Try Oracle Cloud for free: https://social.ora.cl/6003yG8dB Oracle Events: https://social.ora.cl/6005yG8gv Oracle Support: https://social.ora.cl/6009yG8if Oracle's communities: https://social.ora.cl/6000yG8c4 Subscribe to Oracle's YouTube channel: https://social.ora.cl/6004yGDBE 00:00 Introduction to MySQL HeatWave 02:11 Machine learning inside 06:41 HeatWave ML announcement 14:22 HeatWave ML - explainability, comparison and advantages 19:46 Real-time elasticity - demo 28:05 How to save costs 30:56 Hear from Estuda.com who moves all workloads to MySQL HeatWave 33:48 Let's talk about performance gains 36:07 Summary
Edward Screven

About Edward Screven

Executive Vice President & Chief Corporate Architect · Oracle Corporation

Edward Screven, Oracle's chief corporate architect, has been promoting the company's MySQL HeatWave service, which he described as one of the fastest-growing OCI services since its introduction in October 2020. In a January 2023 presentation, Screven announced new machine learning capabilities for MySQL HeatWave, stating that model building, hyperparameter selection, training, and inference all occur within the database. He said the service allows users to perform machine learning without needing to be a data scientist and that the marginal cost of HeatWave ML is zero because it is included. Screven contrasted the service with competitors, saying that Redshift's AutoML exposes hyperparameters that shift the tuning burden to the user, while MySQL HeatWave's AutoML requires no such configuration. Screven has also discussed Oracle's internal use of its own cloud infrastructure. In a December 2021 presentation, he said Oracle runs its entire business on its own cloud, generating $41 billion in revenue annually. He stated that the company's migration to Oracle Cloud Infrastructure reduced compute requirements by 50%, increased performance by 30%, and reduced system provisioning from weeks to minutes. Additionally, Screven has spoken about Oracle Enterprise Manager 13c Release 5, which he said is designed for customers with both on-premise and cloud infrastructure, allowing them to manage both environments with a single tool. He cited a model from Peak Solutions that estimated a 60% reduction in operating costs for a hypothetical customer using Enterprise Manager.

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