What tools and services do you want to use to perform operations on data, models, and code?.What is your business KPI of success (Minimum Justifiable Improvement)?.What metrics will you use for models, and how will you evaluate them?.How will you evaluate data correctness?.What will be the input/output of the model?.Which model architecture you want to use?.What is the type of the task (prediction, classification.What databases, tables you want to use?.What internal and external Data Sources do you need?.
How big is the impact on the business of that project? Who is it for, and will benefit most?. What is the solution you want to build?. What is the problem you are trying to solve?. Is not a detailed plan!įollow the sample questions below to get the best experience. The main goal is to give you a basic understanding of the project and familiarize you with all the missing puzzles. Spent no more than 30min to fill a canvas. #It project canvas how to#
Inspired? Let's explore the whole concept in detail! How to use it?
Need to convenience the management to fund the idea. Gather proper resources and estimate cost structure. 
Create a concept and plan a roadmap of the project. It is worth to use it each time when you. AI Project Canvas consists of three major parts: Build, Deploy, and Manage The Manage part is related to human and financial resources need to finish the project with success. The Deploy part is to put the Machine Learning model into production. The Build part relates to the Exploratory Data Analysis that needs to be performed in order to extract information from data. It consists of nine building blocks that combined together create a three-stage workflow Build-Deploy-Manage. AI Project Canvas What is an AI Project canvas?Īn AI Project Canvas is a detailed plan for Team Leaders, Project Managers who create products and services powered by AI. Taking inspiration from a Business Model Canvas, created by Alexander Osterwalder I have build an AI Project Canvas. Looking at the bigger picture might help AI teams explore the main goal, potential scope, and difficulties long before writing the first line of code. I found that there is a need for a tool that might help managers collect and combine all major components of the whole project in one place. One of the main reasons why they have problems is a lack of awareness that AI projects are very different from traditional IT projects. That causes a very high rate of failed projects that don't go beyond the piloting stage. Why I need this?Īs a deep-tech consultant, I have noticed that Project Managers struggle with IT projects powered by AI. Visualize important components, activities, and potential risks long before the first line of code. AI Project Canvas will help you succeed with the next AI initiative.
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