ODTUG Kscope 2026
The Alchemist's Dilemma: Why the Future of AI Rests on the Unsexy Work of Data Quality and Trust
Speakers: Heli Helskyaho
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Jari’s APEX Blog
Blog by Jari Laine about Oracle Application Express (APEX) and Related Stuff Search
HeliFromFinland
Heli’s thoughts on Machine Learning, AI, AI Agents, Database Designing, Oracle SQL Developer Data Modeler, User Groups and much more
Oraclemaa.com
Blog by Francisco Munoz Alvarez about Maximum Availability Architecture (MAA), Data Guard and other topics – Remember: Knowledge is only valuable if shared!
News
Adrian Png to join Miracle Consulting Group
We’re delighted to welcome Adrian Png to the Miracle Consulting Group team! Adrian joins Miracle as a Principal Solutions Architect, bringing deep expertise in Oracle Cloud, Oracle AI, and Oracle Database technologies….
Miracle SEA Hosted Opening Reception in Singapore
Miracle SEA welcomed partners, guests, and friends to a reception in Singapore to mark the opening of its new office in the region. The event was kindly hosted at the…
Miracle SEA Consulting Pte Ltd Opens Office in Singapore
The 3rd of November 2025 marked an important milestone for us with the official opening of Miracle´s Singapore office. This new location strengthens our presence in Southeast Asia and enables…
Miracle in Techinnovation 2025 in Singapore
Miracle participated in TechInnovation 2025 in Singapore with its own booth throughout the event. TechInnovation is known as a platform that brings together business leaders, innovators, and solution providers to…
Oracle Global Leaders 2025 Champions recognition to Miracle
We are proud to share that Miracle has been awarded the Oracle Global Leaders 2025 Champions regocnition. This award is granted to a highly selective group of organisations that have…
Heli and Adrien at Oracle AI World 2025
Heli Helskyaho and Adrian Png delivered a presentation on How to Build Intelligent Apps Using Oracle APEX, Generative AI, and Agentic AI, attracting a large and enthusiastic audience. The session…
Articles
Defining Data Model Quality Metrics for Data Vault 2.0 Model Evaluation
By Heli Helskyaho, Laura Ruotsalainen, Tomi Männistö Published: 9 February 2024, Inventions Designing a database is a crucial step in providing businesses with high-quality data for decision making. The quality of…
Introduction to AI Services in the Oracle Cloud Infrastructure
By Heli Helskyaho Published WINTER 2023, NL.OUG Visei Machine Learning is often seen as a complicated process with model training, feature engineering, model evaluations, deployments, and so much more. The…
Towards Automating Database Designing
By Heli Helskyaho Published: 2023 34th Conference of Open Innovations Association (FRUCT) Database designing is an important process for enabling good quality data. Without designing the database correctly, the database…
LLMs, GPTs, and All That Jazz
By Heli Helskyaho Published July 2023, Edition #30 e-Magazine for Oracle Users published by the EOUC Everybody is talking about ChatGPT and other similar tools. What are they and how…
Machine Learning For Beginners
By Heli Helskyaho Published: September 2021, Edition #26 e-Magazine for Oracle Users published by the EOUC Oracle offers several tools for machine learning. You can, for example, use the in-database…
Developer Strategies: How to Use Free Cloud Services
Published: September 16th, 2021 Here fishy, fishy. To entice developers to their platforms, cloud providers all offer free versions of a selection of their cloud services. The goal, of course,…
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