Chapter 1

Question 1

Machine Learning Type Models Four Types

Answer 1

regression, classification, clustering, anomaly detection

Question 2

regression machine learning

Answer 2

predicts values from historical data

Question 3

classification machine learning

Answer 3

classifies images or predicts between several distinct categories

Question 4

clustering machine learning

Answer 4

discovers structures in data, identifying groups based on similarities in the data

Question 5

anomaly detection

Answer 5

Finds unusual occurrences or events in time-series data. Anomaly detection can identify outliers in the data.

Question 6

AI workloads

Answer 6

prediction, anomaly detection, computer vision, natural language processing, knowledge mining, conversational AI

Question 7

prediction

Answer 7

model that predicts outcomes for new data. Based on regression, classification, and clustering algorithm.

Question 8

computer vision

Answer 8

analysis of images and video to extract information that can be used by computers.

Question 9

natural language processing

Answer 9

analysis of speech and text to extract the meaning and intent of words in a way that can be used by computers.

Question 10

conversation AI

Answer 10

used to create applications where AI agents engage humans in conversations

Question 11

knowledge mining

Answer 11

uses a combination of AI services to extract meaning and relationship from large amounts of information. Uncovers hidden insights in your data.

Question 12

responsible AI

Answer 12

use of AI in solutions without having unintended negative impacts

Question 13

fairness

Answer 13

AI-based systems should treat all people fairly and reduce bias

Question 14

reliability & safety

Answer 14

requires rigorous testing of AI-based systems to eliminate harm to human life

Question 15

privacy & security

Answer 15

AI-based systems should be secure and respect privacy of personal data

Question 16

inclusiveness

Answer 16

AI-based solutions should empower everyone and supply benefits to all parts of society, regardless of any characteristics or factors

Question 17

transparency

Answer 17

AI-based solutions should be understandable, or interpretable. Requires AI-based systems have a have a defined purpose and scope and are clear on the limitations of the AI in the solution.

Question 18

accountability

Answer 18

everyone at every stage in the development of AI-based systems is accountable for the impact that system may have

Question 19

artificial intelligence

Answer 19

mimics the human brain and uses machines to complete complex tasks that humans find difficult to do

Question 20

machine learning

Answer 20

uses algorithms to discover patterns and structures in existing data, building a model that can be used to take actions (like classify and predict) on unseen data

Question 21

cognitive services

Answer 21

a set of prebuilt AI models, trained by Microsoft, that you can use without being a data scientist to add intelligence into your applications

Question 22

Azure Machine Learning

Answer 22

a set of tools and services that you can use to create custom AI models using your own data

Question 23

Azure Bot Service

Answer 23

allows you to build and deploy chatbots and intelligence agents