Page 110 - Code Craft Computer-8

Try It Out #Problem Solving

Let us understand reinforcement learning with the help of an example. A child needs to walk from
location A to B. If he/she takes the right steps towards location B. he/she will get a reward in the form
of appreciation, but if his/her steps are not in the right direction (towards point B), he will be lost
(punishment). On the basis of these reward and punishment, he/she takes a decision on his/her next
step.
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Flashback Time

¨ Data science is a field that used to extract useful information from data.
¨ There are many sources of data, like online shopping, billing, ticket booking, social media, etc.
¨ The various components of data science are data availability, data filtering, data
transformation, science, mathematics, and machine learning.
¨ There are many careers in data science, like Data Scientist, Data Engineer, Data Architect, and
Senior Data Scientist.
¨ In clustering, groups are formed on the basis of features’ similarities.
¨ Reinforcement learning as a type of machine learning is based on rewards and punishment.

Knowledge Check

A. Mark the correct response.

1. A huge amount of complicated data is called __________. OMR Sheet
a. Data IOT b. Big data Use only blue/black ball
pen to fill the circles. It
c. Data d. Data Source should be darkened
completely and properly.
2. ___________ have the responsibility of handling large amount Wrong methods
of structured and unstructured data.
Correct method
a. Software Engineer b. Data Scientists
c. Manager d. None of these
1. a b c d
3. The number of classes in the binary classification should be
___________.
2. a b c d
a. Two b. Three
3. a b c d
c. Four d. Five

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