Humble AI: Building Guardrails Against Overconfidence

Webinar
. 45 minutes with Q&A
DataRobot Humble AI Resource card v.1.0

As AI becomes ubiquitous, more and more high-stakes decisions will be made automatically by machine learning models. AI can determine the very future of your business and can make life-or-death decisions for real people.

But as the world changes, an AI system is often faced with new examples that it hasn’t seen before, and it may not know the right answer. Without proper guardrails, these automated decisions can quickly turn into catastrophic failures if left unchecked and can reduce trust in AI. As the stakes get higher, it is critical that AI systems are built to be humble — just like humans, AI should know when it doesn’t know the right answer.

With DataRobot’s Humble AI, models that aren’t confident in their predictions can respond accordingly, whether that means defaulting to a “safe” decision, alerting an administrator for human review, or not making a prediction at all.

DataRobot Humble AI Resource card v.1.0

Join this webinar to learn how to:

  • Understand the limitations of your model and when you may need human intervention
  • Create a comprehensive set of Humble AI triggers that will protect from common failures of model overconfidence
  • Monitor your model over time for new errors and sources of overconfidence

You will learn how to build robust, fault-tolerant, humble AI systems using DataRobot’s Humble AI feature in MLOps.

Speaker

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Jett Oristaglio

Data Science and Product Lead

  • DataRobot's platform makes my work exciting, my job fun, and the results more accurate and timely -- it's almost like magic!
    Omair Tariq

    Data Analyst, Symphony Post Acute Network

  • I think we need to take it upon ourselves in the industry to build the predictive models that understand what the needs and wants of our customers are, and go through the whole curation process, become their concierge.
    Oliver Rees

    General Manager – Torque Data at Virgin Australia

  • At LendingTree, we recognize that data is at the core of our business strategy to deliver an exceptional, personalized customer experience. DataRobot transforms the economics of extracting value from this resource.
    Akshay Tandon
    Akshay Tandon

    VP of Strategy Analytics, LendingTree

  • DataRobot allows us to understand the data that’s being fed into our models without blindly feeding whatever we get into our system. DataRobot makes my team very effective.
    Deena Narayanaswamy
    Deena Narayanaswamy

    Head of Data Insights, Avant

  • We know part of the science and the heavy lifting are intrinsic to the DataRobot technology. Prior to working with DataRobot, the modeling process was more hands-on. Now, the platform has optimized and automated many of the steps, while still leaving us in full control. Without DataRobot, we would need to add two full-time staffers to replace what DataRobot delivers.
    Evariant