Project
Processing with AI
Now that you have a better grasp of the technologies presented in the modules, let's incorporate them in a real project!
Objectives
You should now have a better understanding of what the chosen AI technology does and how it can be integrated . We are now ready to take a step back from all these new technical concepts in order to grasp how they can add value to various projects, increase their efficiency or improve their impact.
You'll conduct and document an exploratory research on existing projects answering to your Sustainable Development Goal subject.
The pedagogical objectives are the following :
- Gather informations on your subject. Find solutions or services that already answer the subject (not necessarily including AI).
- Identify actual needs on your subject and the technical requirements.
- Practice formulating relevant research questions and produce a user scenario.
- Project yourself in the opportunities brought by AI technologies, in particular the module you chose, to a project of general interest.
- Question the ethical implications of your project and the prevention of potential misuses.
Instructions
Your assignment will take the form of a documentation page created and hosted through Notion, just as in the previous part. It should summarize the results of your exploratory research and reflect your understanding of the technologies as well as your subject's issues.
At first, you'll look for existing projects addressing your subject in an interesting way. They must be either a service, an object or a digital project. If they use AI in a way or another, it's even better, but not necessary.
You'll probably use a search engine to discover and document such projects, but feel free to use other ways to gather information: specialized magazines, tech or social entrepreneurship events, organizations, incubators... You'll then have to summarize briefly four projects that seem relevant to you, following the detailed structure in the template.
Don't forget to write down all your sources during your research! We've included a section for that at the bottom of the template.
Then, you will focus on only one of these projects. The choice is up to you, but be sure to explain us why you chose this project among the others. You will deepen both the user experience aspects and the technical principle.
Once you've selected a project to explore, choose one of the technologies presented in the modules and think about how to use it in that context. Focus on how this technology would improve the selected project.
You can start with one technology and change your mind later on if you feel like an other module would be more interesting or better in that context.
Methodological tools
Research question
As the name suggests, a research question (sometimes called 'problematic') is particularly central in a research project, such as a thesis or even a dissertation. But it is more generally a fundamental starting point when you're trying to tackle an issue through a well-defined problem. If you want to propose a relevant solution, which meets a need or a demand, you absolutely must take your time to carefully formulate your research question.
So basically, what is a research question?
It is the question that the project sets out to answer. Remember that you have to be the most precise as possible. Your research question must meet all the criterias below:
- It expresses the specific problem the project aims to solve.
- It mentions the potential users and ideally the end-beneficiaries.
- It gives the context the project focuses on.
- It is formulated in an interrogative form.
Storyboard
When you'll design a product or service it's important to think about how it would be used and in what circumstances. This will enable you to get a better understanding of the users problems, when they struggle and more importantly where you can add something in order to help them. This is why we are going to use a storyboard.
A storyboard is a sequence of drawings describing a scene. In our case, we'll use storyboards to illustrate how the user interacts with the product. Here are some tips to help you draw a relevant storyboard:
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First step: write down the user scenario, in 5 to 6 steps rather general, with words and not drawings. It is the base of your process, include it to your assignment. It must start with the initial situation and end with the resolved situation, and should contain:
- The context of the interaction
- The user's motivations
- The actions performed with the product
- The consequences of the interaction
If your scenario is too long, try to combine or suppress some steps.
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Second step: transform your scenario in a storyboard by illustrating each step with pens and paper. You'll then have 5 to 6 boxes, the first one illustrating the initial situation and the last one the resolved situation. These drawings will help you show the environment of the user, the key aspects of their interaction with the product, and the evolution of the situation. Here are some tips for this step:
- Only draw the elements essential to understand the main interaction. No need to go into to much detail in the representation.
- You can add captions if it clarifies the situation (ex: 'in the subway' or 'at the office')
- The artistic esthetic of your drawings are not important at all!
It's the result of that step, that is the illustrated storyboard, that you will have to include in your assignment (picture of your storyboard or screenshots / .png export of your digital illustrations)
Getting technical
In this part, you'll write down a detailed technical overview of the project once the AI model has been included:
- If no AI model is involved in the existing project you're currently documenting, you'll have to imagine how AI could be integrated in the project for it to have a greater impact/efficiency. Then describe precisely how it would work.
- If AI models are already involved in the existing project you're documenting, then you'll have to think about how it was implemented and what its benefits are. How were things done before that?
To give a good and detailed technical overview of the project, you must at least answer to the following questions:
- Dataset: What kind of dataset would be used to train your model? How would you gather the required data?
- Model: What kind of model this service uses or would use? And why? What does this specific model allow?
- Use: How is it used in your project? Is it directly displayed to the user? Will the user interact with it? Or is it never displayed?
You should give as much (relevant) technical details as possible. Don't hesitate to include links of external resources. And remember to always cite your sources!
Getting ethical
Now that all the technical parts are covered, it's time to start questioning the ethical implications of your project.
Make sure to read again the Ethics of AI module for this section, it will be of great help!
To give a good and complete ethical overview of your project you must question the following things:
- Source: is your model an open source or closed source one? What about your dataset?
- Misuse: how would you prevent misuse of your model? How could it be used in a way not intended by you in order to discriminate or do something wrong.
- Bias: biases can emerge during the data gathering part? During the training phase?
Template time!
Now that you know everything we expect from you it's time to fill the notion template!
PROJECT
A documentation template on Notion has been prepared specifically for this part, it should be completed progressively throughout the exploration.
Similar to Part 1: Basics of the course, the evaluation for this part will be done solely on the basis of the documentation. Before we embark on our exploration let's start by duplicating the template:
- Login to your account on Notion.
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Duplicate one of the following Notion templates, according to your strongest and preferred language, in English (Template / Part 2 : Explorations) or French (Modèle / Partie 2 : Explorations). It may take a little time, please be patient.
- Write the introduction to your document: indicate your name as it appears on BrightSpace and the subject you have chosen.
- Complete the page as explained above.
You cannot delete parts of your documentation but we allow you to add parts if you wish.
It is imperative that you cite all sources related to your exploration and credit images as well as files added in your documentation.
Submit your documentation
- Make sure you are on the main page of your documentation.
- Copy the sharable link to your notion page as shown in the video below:
- Paste the copied link in the submit section below 👇
The due date has expired. You can no longer submit your work.
Evaluation criteria
Your work will be evaluated on the basis of your documentation.
Your project will be scored based on the following criteria:
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Diversity of research (2 pts)
Relevance and quality of exploration.
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Choice of project and problematization (4 pts)
Ability to define the problem and relevance of the choice to the given subject
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Usage scenario (4 pts)
Quality of the writing of the scenario and description of the usage steps
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Technical analysis: (4 pts)
Technical analysis of the project and description of the benefits provided
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Ethical analysis (4 pts)
Ethical analysis of the project and description of the risks and biases
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Documentation (2 pts)
General quality of the documentation on Notion