Machine Learning for Oracle Database Professionals

Heli Helskyaho is CEO for Miracle Finland Oy. She holds a master’s degree in computer science from the University of Helsinki and specializes in databases. At the moment she is working on her doctoral studies, researching and teaching at the University of Helsinki. Her research areas cover big data, multi-model databases, schema discovery, and methods and tools for utilizing semi-structured data for decision making.  Heli has been working in IT since 1990. She has held several positions, but every role has included databases and database designing. She believes that understanding your data makes using the data much easier. She is an Oracle ACE Director, an Oracle Groundbreaker Ambassador, and a frequent speaker at many conferences. She is the author of several books and has been listed as one of the TOP 100 influencers in the IT sector in Finland for each year from 2015 to 2020. Jean Yu is a Senior Staff MLOps Engineer at Habana Labs, an Intel company. Prior to that, she was a Senior Data Engineer on the IBM Hybrid Cloud Management Data Science Team. Her current interests include deep learning, model productization, and distributed training of massive transformer-based language models. She holds a master's degree in computer science from the University of Texas at San Antonio. She has more than 25 years of experience in developing, deploying, and managing software applications, as well as in leading development teams. Her recent awards include an Outstanding Technical Achievement Award for significant innovation in Cloud Brokerage Cost and Asset Management products in 2019 as well as an Outstanding Technical Achievement Award for Innovation in the Delivery of Remote Maintenance Upgrade for Tivoli Storage Manager in 2011. Jean is a master inventor with 14 patents granted. She has been a voting member of the IBM Invention Review Board from 2006 to 2020. She has been a speaker at conferences such as North Central Oracle Apps User Group Training Day 2019 and Collaborate 2020. Kai Yu is a Distinguished Engineer of the Dell Technical Leadership Community. He is responsible for providing technical leadership to Dell Oracle Solutions Engineering.  He has over 27 years of experience in architecting and implementing various IT solutions, specializing in Oracle database, IT infrastructure, and cloud as well as business analytics and machine learning. Kai has been a frequent speaker at various IT/Oracle conferences with over 200 presentations in more than 20 countries. He also authored 36 articles in technical journals such as IEEE Transactions on Big Data, and has co-authored the Apress book Expert Oracle RAC12c. He has been an Oracle ACE Director since 2010, and has served on the IOUG/Quest Conference committee and served as IOUG RAC SIG president and IOUG CLOUG SIG co-founder and vice president. He received the 2011 OAUG Innovator of Year award and the 2012 Oracle Excellence Award: Technologist of the Year: Cloud Architect by Oracle Magazine. He holds two master’s degrees in computer science and engineering from the Huazhong University of Science and Technology and the University of Wyoming.   

1. Introduction to Machine Learning.- 2.  Oracle and Machine Learning.- 3:  Oracle Machine Learning for SQL.- 4.  Oracle Autonomous Database for Machine Learning.- 5. Running Oracle Machine Learning with Autonomous Database.- 6. Building Machine Learning Models with OML Notebooks.- 7. Oracle Analytics Cloud.- 8. Delivery and Automation Pipeline in Machine Learning.- 9. ML Deployment Pipeline Using Oracle Machine Learning.- 10. Building Reproducible ML Pipelines Using Oracle Machine Learning.