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Learn how to effectively scale machine learning platforms and industrialize AI/ML development in this conference talk from LeadDev Berlin 2024. Explore the dramatic evolution of AI/ML technologies over the past decade, from image processing and customer service automation to autonomous vehicles and identity verification systems. Understand the significant growth in ML tools availability, with an increase from 139 companies in 2012 to 1,426 in 2023, highlighting the expanding need for specialized ML workflow solutions. Discover practical strategies for identifying and prioritizing essential requirements when building your ML platform and selecting appropriate tools for your technology stack. Gain valuable insights into managing the increasing scale and complexity of modern automated systems while ensuring efficient development and deployment processes.
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