First of all, we would like to get a sense of your prior experience with Machine Learning model.
<aside> ❓ How much experience do you have in training Machine Learning (ML) models?
</aside>
<aside> ➡️
</aside>
Next, we would like to get a sense of your current knowledge and intuition of a Machine Learning model. The graphics below summarizes 2 main stages of a Machine Learning modeling process:
Train a model with a set of provided data
Test the trained model with another set of unseen data
Now that you know a bit about the model training process, we will show you several model training and testing scenarios, and then ask you to predict the output from each of the model.
Scenario One: A model is trained with to distinguish 2 classes: "Bill", "Wall".
How would the model classify the image of a new set of background?
<aside> 💡 Note #1: The percentage bar for the following options represents the model's confidence in classifying the input into the respective class.
</aside>
<aside> 💡 Note #2: If you think the model cannot make the classification, you can put 50% - 50% on the percentage bars.
</aside>
<aside> ✏️ Draw your answer below
</aside>
How would the model classify an image of Bill in the new set of background?
<aside> ✏️ Draw your answer below
</aside>
Scenario #2: A model is trained with to distinguish 2 classes: "Bill", "ShaoBo".
How would the model classify an image of Bill with his face partially covered by his palm?
<aside> ✏️ Draw your answer below
</aside>
How would the model classify an image of Bill with his face fully covered by his palm?
<aside> ✏️ Draw your answer below
</aside>
How would the model classify an image of ShaoBo with his face covered by Bill's palm?
<aside> ✏️ Draw your answer below
</aside>
Scenario #3: A model is trained with to distinguish 3 classes: "Bill", "ShaoBo", "Bill & ShaoBo". In particular, the training dataset for class "Bill" contains image of himself with a thumb-up.
How would the model classify an image of ShaoBo with a thumb-up?
<aside> ✏️ Draw your answer below
</aside>
How would the model classify an image of Bill & ShaoBo if one of them shows a thumb-up?
<aside> ✏️ Draw your answer below
</aside>
How would the model classify an image of Bill & ShaoBo if both of them show a thumb-up?
<aside> ✏️ Draw your answer below
</aside>