ay you want to input a picture of a person’s face (A), and output whether or not they are smiling (B). Because this is a task that most humans can do in less than 1 second, supervised learning can probably learn this A-to-B mapping.1 pointTrueFalse

Facial ExpressionsIf eyes are the windows to the soul, facial expressions are the wood that the windows are made of. Let’s learn about facial expressions in greater detail in the following video.PauseMuteCurrent Time 3:42/Duration 5:28Loaded: 86.89% 1xPlayback RateQuality LevelsPicture-in-PictureFullscreen2318429You learnt about the seven broad categories of human emotions: happiness, sadness, anger, disgust, fear, surprise and contempt. You also learnt how to distinguish a real smile from a fake one.  In the following video, you will understand how to leverage your knowledge of emotions in your everyday communication.Play Video2318429In the video above, you learnt that macroexpressions occur when no attempt is made to modify or conceal one’s emotions. On the other hand, microexpressions occur fleetingly and are a sign of concealed emotions. While attempting the following questions, please try out the expressions yourself based on the text-based descriptions.Question 1/2MandatoryIdentifying Facial ExpressionsMatch the correct emotion with its corresponding expression:a. Sadness i. Nose wrinkled, lower lip and cheeks raised, and lines below the lower eyelidsb. Anger ii. Tightly pressed lips, vertical lines between eyebrows, and eyebrows lowered and drawn togetherc. Disgust iii. Lips curled upwards with squinted eyes and wrinkles near the eyesd. Contempt iv. Eyebrows raised and drawn together, horizontal wrinkles on the forehead, eyes open wide and the upper white of the eyeballs visible, and lips slightly stretched and drawn backwardse. Happiness v. Eyebrows raised, the upper and lower white of the eyeballs visible, jaw open, face elongated and horizontal wrinkles on the foreheadf. Surprise vi. Lips drawn down, eyebrows drawn in and raised, and a pouted lower lipg. Fear vii. Mouth raised at one end a - vib - iic - id - viie - iiif - ivg - va - vib - iic - id - viie - iiif - vg- iva - vib - ivc - id - viie - iiif - vg - iia - iib - vic - id - viie - iiif - vg - iv

Face recognition extends beyond detecting the presence of a human face to determine whose face it isTRUEFALSE

Using what you have learned about the tools available from Pillow, write a program (yes, a program, so if you write a function, make sure to call it) that creates the following 9 by 7 black and white image, and saves it to a file named 'smile.png'.

Identify the kind of learning algorithm for  “facial identities for facial expressions”.

Face recognition system is based on _____________.