Human Centric ML Ops Canvas
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Questions and Answers

What phase of AI deployment involves checking its performance, ensuring it's still solving the problem effectively, and making necessary adjustments?

  • Continuous Monitoring (correct)
  • Objective Setting
  • Deployment
  • Integrating & Interacting

    • Why is it important to select or build the right AI model?

  • To ensure minimal disruption during transition
  • To guarantee a smooth integration into existing operations
  • To effectively address the problem set out to solve (correct)
  • To ensure the AI system remains accessible to users

    • What emphasizes training and adaptation in the context of AI deployment?

  • Data Acquisition
  • Continuous Monitoring (correct)
  • Responsibility & Management
  • Integrating & Interacting

    • What phase ensures that AI-driven solutions reach the people who need them?

    <p>Integrating &amp; Interacting</p> Signup and view all the answers

    What specific requirements might be needed for an AI model for regulatory or user trust reasons?

    <p>Integration &amp; Interaction</p> Signup and view all the answers

    Who are the decision-makers responsible for an AI solution in an organization?

    <p>Responsible team overseeing post-deployment management</p> Signup and view all the answers

    What should we consider regarding false positives or false negatives in the context of deploying an AI model?

    <p>Requirements and expectations</p> Signup and view all the answers

    How can we ensure that data acquisition respects privacy and has proper consent?

    <p>User experience &amp; accessibility</p> Signup and view all the answers

    What are the specific, measurable outcomes we aim to achieve with our AI solution?

    <p>User experience and accessibility objectives</p> Signup and view all the answers

    How will we evaluate and choose the right external partners if our organization lacks the necessary infrastructure and tools to support model development, training, and testing?

    <p>Internal capabilities and data infrastructure support</p> Signup and view all the answers

    What is a key consideration when preparing for system monitoring after deployment of an AI solution?

    <p>The technical glitches that could impair the AI system's functioning</p> Signup and view all the answers

    What is a primary concern related to stakeholder engagement before the deployment of an AI project?

    <p>How to ensure consistent communication and collaboration among stakeholders throughout the AI lifecycle</p> Signup and view all the answers

    What is a crucial aspect of general data availability and management during deployment of an AI solution?

    <p>Processes that stand to benefit the most from the AI's capabilities</p> Signup and view all the answers

    What is a key consideration for expectation management in an AI project?

    <p>Communicating potential outcomes and limitations of the AI project to all stakeholders</p> Signup and view all the answers

    What is an important consideration for collating and consolidating data into a usable format?

    <p>Capturing user feedback post-deployment</p> Signup and view all the answers

    Which area would be primarily concerned with potential concerns or apprehensions among affected parties?

    <p>Stakeholder engagement before deployment</p> Signup and view all the answers

    What would be a primary focus during the process impact assessment of an AI solution?

    <p>Continuous assessment of the system's impact on existing workflows and processes</p> Signup and view all the answers

    What is a key aspect of research and existing solutions related to an AI project?

    <p>Leveraging insights or findings from existing works to expedite model development</p> Signup and view all the answers

    What is an important consideration for roll-out value and impact assessment after deploying an AI model?

    <p>Measuring user behavior and interaction with the AI system</p> Signup and view all the answers

    What is a key consideration when selecting the ideal candidates to be the first test pilots for the AI solution?

    <p>Their ability to work in cross-functional teams</p> Signup and view all the answers

    How will user feedback be utilized to enhance and refine the AI system over time?

    <p>By analyzing and incorporating user feedback into system improvements</p> Signup and view all the answers

    What is a key aspect of the roll-out strategy for the AI system?

    <p>Gradual roll-out in phases with mechanisms for capturing feedback</p> Signup and view all the answers

    How will potential security breaches be handled for the AI solution?

    <p>By implementing mechanisms to detect breaches and ensure data integrity</p> Signup and view all the answers

    What is important for addressing potential shifts in expectations or project objectives as the AI project progresses?

    <p>Managing and addressing potential shifts in expectations or project objectives</p> Signup and view all the answers

    How often will the AI system be updated or refined based on findings from monitoring?

    <p>Based on findings from monitoring, as per the necessity</p> Signup and view all the answers

    What is important for continuous integration and deployment (CI/CD) for the AI solution?

    <p>A pipeline in place for continuous integration and deployment</p> Signup and view all the answers

    What criteria make ideal candidates suitable for being the first test pilots for the AI solution?

    <p>Their understanding of user experience design principles</p> Signup and view all the answers

    How will the roll-out be structured in phases for the AI system?

    <p>In phases with mechanisms for capturing feedback at each phase</p> Signup and view all the answers

    What is the main focus of Human-Centric MLOps?

    <p>Aligning AI with human needs and organizational processes</p> Signup and view all the answers

    Which phase of AI deployment involves defining achievable and beneficial goals for the organization?

    <p>Scoping</p> Signup and view all the answers

    In the context of AI deployment, what is data likened to in the provided text?

    <p>The fuel for a car</p> Signup and view all the answers

    Which phase of AI deployment involves using prepared data to train an AI model?

    <p>Data Modelling</p> Signup and view all the answers

    What is the primary concern of the scoping phase of AI deployment?

    <p>Defining achievable and beneficial goals for the organization</p> Signup and view all the answers

    What analogy is used to explain the data modelling phase of AI deployment in the provided text?

    <p>Training an AI model using prepared data</p> Signup and view all the answers

    What aspect does Human-Centric MLOps emphasize in the context of AI deployment?

    <p>Aligning AI with human needs and organizational processes</p> Signup and view all the answers

    Which phase of AI deployment involves ensuring that the goal is achievable, beneficial to the organization, and well-understood by everyone involved?

    <p>Scoping</p> Signup and view all the answers

    What is the analogy used for data in the context of AI deployment in the provided text?

    <p>The fuel for our car before starting a journey</p> Signup and view all the answers

    Which phase involves collecting relevant data and preparing it for use in AI models?

    <p>Data Modelling</p> Signup and view all the answers

    What does Human-Centric MLOps emphasize in relation to AI deployments?

    <p>Alignment of AI with human needs and organizational processes</p> Signup and view all the answers

    What is the primary focus of Human-Centric MLOps?

    <p>Ensuring AI integrates well with human needs and organizational processes</p> Signup and view all the answers

    What phase of AI deployment involves defining achievable and beneficial goals for the organization?

    <p>Scoping</p> Signup and view all the answers

    What analogy is used for data in the context of AI deployment in the provided text?

    <p>Fuel for a car</p> Signup and view all the answers

    What is a key aspect of research and existing solutions related to an AI project?

    <p>Potential shifts in expectations or project objectives</p> Signup and view all the answers

    Which area would be primarily concerned with potential concerns or apprehensions among affected parties?

    <p>Human-Centric MLOps</p> Signup and view all the answers

    What phase of AI deployment involves ensuring that the goal is achievable, beneficial to the organization, and well-understood by everyone involved?

    <p>Problem Definition</p> Signup and view all the answers

    What is a primary concern related to stakeholder engagement before the deployment of an AI project?

    <p>Data Privacy</p> Signup and view all the answers

    What is important for addressing potential shifts in expectations or project objectives as the AI project progresses?

    <p>Objective Setting</p> Signup and view all the answers

    What emphasizes training and adaptation in the context of AI deployment?

    <p>People</p> Signup and view all the answers

    What analogy is used to explain the data modelling phase of AI deployment in the provided text?

    <p>The world changes, and so does data. Continuous monitoring ensures our AI system remains relevant, accurate, and beneficial, just as servicing ensures our car remains roadworthy.</p> Signup and view all the answers

    What is an important consideration for preparing data in the context of AI deployment?

    <p>Ensuring that the data is divided in a way to evaluate AI solution's performance effectively.</p> Signup and view all the answers

    What is a primary concern related to stakeholder engagement before the deployment of an AI project?

    <p>Consistent communication and collaboration among stakeholders throughout the AI lifecycle.</p> Signup and view all the answers

    What emphasizes training and adaptation in the context of AI deployment?

    <p>Human-Centric MLOps in relation to AI deployments.</p> Signup and view all the answers

    How will we maintain transparent communication with affected parties after the deployment of an AI solution?

    <p>Ensuring that user feedback is captured post-deployment.</p> Signup and view all the answers

    What criteria make ideal candidates suitable for being the first test pilots for the AI solution?

    <p>Specifying the measurable outcomes aimed to achieve with the AI solution.</p> Signup and view all the answers

    What is a primary focus during the process impact assessment of an AI solution?

    <p>Addressing potential shifts in expectations or project objectives</p> Signup and view all the answers

    What aspect does Human-Centric MLOps emphasize in the context of AI deployment?

    <p>Training and adaptation</p> Signup and view all the answers

    What is a key consideration for roll-out value and impact assessment after deploying an AI model?

    <p>Addressing potential shifts in expectations or project objectives</p> Signup and view all the answers

    How will user feedback be utilized to enhance and refine the AI system over time?

    <p>By quickly acting upon the received feedback</p> Signup and view all the answers

    What is a key aspect of the roll-out strategy for the AI system?

    <p>Capturing feedback during the initial roll-out</p> Signup and view all the answers

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