As Artificial Intelligence takes on a foundational role in tackling complex prediction problems, organizations are increasingly investing to adopt this technology hoping to obtain extraordinary results. However, less than 7% of AI initiatives ever reach production. Part of the challenge is that organizations drastically underestimate the inherent challenges in developing effective AI products.  While AI is often seen as a threat to replace us all, the most valuable implementations of AI within the workplace take a human-centric approach and focus on augmentation, not replacement.  

In this talk we introduce the “AI Learning Flow”, an agile and design thinking-inspired, human-centric perspective to help teams understand and navigate the challenges inherent to AI product development.  This will help you:

  • Deeply immerse yourself into the user's context and derive insights into the prediction problems they face
  • Co-create value models with your users and stakeholders, taking accuracy economics, training data governance, prediction ethics, and judgment enhancement into consideration.
  • Continuously identify, prioritize and validate assumptions through thinly sliced experiments to minimize risk and/or uncertainty.
 
 

Outline/Structure of the Talk

  1. Introduction to the AI Learning Flow -- framing and sequencing your AI initiative and developing the AI Learning mindset
  2. The AI Canvas -- getting deep into your user's context, identifying assumptions and developing an understanding of the prediction landscape
  3. The AI Value model -- aligning your business & technology outcomes  
  4. AI Customer Validation & Experimentation -- identifying assumptions and experimentally de-risking your initiative 
  5. Q&A

Learning Outcome

  1. Develop a “Human First” mindset when designing AI Products 
  2. Gain insights into the challenges of developing AI products
    Become more aware of the drivers of AI value, how to measure and capitalize on them
  3. Understand the AI experimental process and how to de-risk your AI initiative for success

Target Audience

Product and Innovation Teams, Product Managers, Product Owners, Innovation Leaders

Prerequisites for Attendees

- Basic understanding of Machine Learning and the challenges around AI Product Development

- Basic understanding of validated learning techniques

Video


schedule Submitted 2 years ago

  • Naresh Jain
    Naresh Jain
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    schedule 2 years ago
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    40 Mins
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      • Development can be delayed if the staging API is not kept up-to-date
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    2. Used for service virtualisation, keeping consumers in sync with the contract
    3. Run as tests against the provider API to validate it's request and response type definitions
    4. Tightly integrated with CI
    5. Capable of pinpointing any backwards-incompatible changes to the contract

    This is Contract Driven Development, and it heralds the Death of Integration Hell.

    Here's a sample contract:

    code-window.png

    This session will demonstrate all the key points of Contract Driven Development as implemented by the teams using an open-source tool called Specmatic.

  • Daniel Doiron
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    Daniel Doiron / Mario Latreille - WORKSHOP - The Theory of Constraints and Throughput Accounting

    60 Mins
    Workshop
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    Inspired from the leading book Tame Your Work Flow that I co wrote with Steve Tendon, let's twist! Twist our brains that is. On the new counter intuitive models we need to build to understand the Five Focusing Steps of the Theory of Constraints and the Cost Accounting mirages we need to destroy with the understanding if Throughput Accounting. 

    The book has received the most cherished praised from the top experts in the world in Kanban, Theory of Constraints, Throughput Accounting, FLEX, DA, Lean etc. They are right here for you to grasp: 

    https://tameflow.com/tame-your-work-flow-testimonials/

     

    TameFlow is based on destroying old mental models - cognitive biases- that prevent us from reaching our goals: making money now and in the future so that we can finance our corporate aspirations. 

  • Steve Pereira
    Steve Pereira
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    40 Mins
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    This experience report details my 2019 involvement with 3 organizations of 3 different sizes (small startup, small-to-medium enterprise, and giant enterprise) to illustrate how I've used a form of Value Stream Mapping to help them define their current state and leverage data collected in the process to confidently identify (often surprising) risks and opportunities.

  • Daniel Doiron
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    Daniel Doiron - Throughput Accounting : The single, solitary system thinking approach to destroying Silo mentality

    Daniel Doiron
    Daniel Doiron
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    schedule 2 years ago
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    40 Mins
    Talk
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    Silo, as they say, must be eliminated. But how long does it take, What is the talk? What is the walk? All approaches fail. The remedy is at the system's logical level. Science is involved.

    At the logical level, there is only one solution: TameFlow with Throughput Accounting.

    Why ? It needs to go straight to the CxO level. 

    Culture is a reflection of a company's system, which are a reflection of top management's mental models. Accounting is the most pervasive system of any company. If a culture change is contemplated, the prevailing cost accounting systems have to go.

  • Daniel Doiron
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    Daniel Doiron - Tame Your Work Flow - The Kanban Book of the decade !

    Daniel Doiron
    Daniel Doiron
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    Agile Agonist
    schedule 2 years ago
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    60 Mins
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    • In early 2020, a new book entered the knowledge work management arena. It was written by Steve Tendon and myself, a Canadian visiting Toronto frequently. It marks history and propels agile into the 20s with content that is revolutionary and never heard of before. 

    Forewords and testimonials from undisputed world leaders in Kanban, Theory of Constraints, Throughput Accounting, FLEX, DA, Lean are available at https://tameflow.com/tame-your-work-flow-testimonials/

    The book covers new topics. New science. We will delve into the entire spectrum of the table of content of the book. New angles on Flow Efficiency, Identifying Constraints in the Work Flow, Work Process and Work Execution.

    Novelties in Agile to let people work and introduce exceptional management and management by exception. (New to the agile space)

    And more .......

     

  • Ashley Beattie
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    Ashley Beattie / Fayyaz Hemani - Gamifying your Agile "AHA" moments (in times of COVID) - How we're using games to introduce Agile Fundamentals in a remote context

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    For years the Agile community has leveraged games to playfully introduce and reinforce Agile learnings.  Whether it's the coin game, the ball-point game, getKanban or another of the myriad of Agile gaming options, the immediately relatable AHA! moments give us new perspectives and insights to apply to our day-to-day lives.

    But... we played them in person...  Which, as we all know, has become increasingly difficult in 2020.

    In this talk we will take you along with us on our journey at a large (familiar, yet un-named) financial institution where we have been developing new and innovative ways to deliver interactive, fun Agile Fundamentals training in a remote setting.

    During the talk we will interactively take trainers and learners through:
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    - which games we've developed and/or modified to suit the remote setting
    - which principles flow seamlessly and which can be challenging to translate into the remote context
    - what we've learned to date and where we're still challenged

    We might even play a game or two ;)

  • Pradeep Nadgir
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    Pradeep Nadgir - Do you want to thrive and not just survive the crisis? A practical guide for business agility amidst uncertainty for leaders

    40 Mins
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    We are living in an unprecedented time. Volatality in the stock market, record-high unemployment, unimaginable impact on small & large businesses, a complete shift to remote teams… the list is endless.

    Leaders might feel helpless and without tools to deal with these seismic shifts. In this talk, I present a practical point of view that asks the leaders to be bold. It is not just about surviving the crisis but thriving. 

    In 2009, after the 2008 financial crisis, EBITDA (Earnings Before Interest, Taxes, Depreciation, and Amortization) of resilient companies had risen by 10% while industry peers lost 15%.

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    • How can you adapt to these seismic shifts happening in the market?
    • How can your organization emerge stronger and better from this unprecedented situation?

    The answer lies in creating an agile organization that can adapt seamlessly to the current as well as any future crises that may arise. Though agile principles have always been valuable they are even more pertinent in challenging times such as these.

    In this talk, I discuss the principles and a practical approach that leaders can use to create a thriving organization.

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