BSH & Macromedia Presentation "An End-to-End ML Ops Pipeline – Practical Experiences - Broadening the Process for Value Creation"

BSH & Macromedia Presentation "An End-to-End ML Ops Pipeline – Practical Experiences - Broadening the Process for Value Creation"


Download a free copy of the presentation by BSH Home Appliances Group


What you will learn about in this expert presentation from the conference AIIA 2023:

An End-to-End ML Ops Pipeline – Practical Experiences - Broadening the Process for Value Creation

  • Goal Setting: Fast TTM (time to market) or TTV (time to value), Quality Gateways, reliable prediction quality.
  • Generic inhouse pipeline: modular, with easy to replace modules
  • Process Management, governance and orchestration of modules
  • Test, deploy, run, serve and monitor
  • Use Cases: I4.0, Consumer IoT (Home Connect), and many other fields.
  • Enable Data Scientists: Data Preparation and Management for ML Modell. Training infrastructure on demand

Eric Joachim Liese Lead Architect and Advisor for AI & Big Data, BSH Home Appliances Group

Dr. Rene Brunner Head of Study Programs Digital Technologies & Coding, Macromedia University of Applied Sciences | Founder and CEO, Datamic GmbH


Are you interested in more End-to-end presentations? Check out the AIIA 2024 Conference Brochure. For example:

CASE STUDY: BUILDING END-TO-END AUTOMATION FOR CUSTOMIZED PRODUCTS IN MANUFACTURING

  • Reflecting on a Vista’s 15 year journey with end-2-end automation of customized product creation
  • How analytics and self-service fostered a data-drive culture, and helped streamline manufacturing processes

    ✔   — 1200 data streams processing different sensor data

    ✔ — 9.5B JSON event messages per day

    ✔ — 3000 active looker users querying data mesh

    ✔ — 1900 active analytics API clients

    ✔ — >200k analytics session per day

  • Reflecting on TOP3 analytical use cases around Predictive Maintenance, Shift Reviews and Inventory Optimization


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