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TESTBANK FOR Introduction to Artificial Intelligence and Machine Learning, 1st Edition Rainer

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TESTBANK FOR Introduction to Artificial Intelligence and Machine Learning, 1st Edition Rainer

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, TESTBANK FOR Introduction to Artificial
Intelligence and Machine Learning, 1st Edition
Rainer
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,Introduction to Artificial Intelligence and Machine Learning, 1e (Rainer)
Chapter 1 Artificial Intelligence and Machine Learning and You

1.1 The Modern Business Environment

1) A disruptive technology typically has superior performance when it first enters the market.
Answer: FALSE

2) The Long Tail concept suggests that niche products can collectively generate more revenue
than bestsellers.
Answer: TRUE

3) Established companies often fail to adopt disruptive technologies because they focus too much
on their existing customers.
Answer: TRUE

4) Circuit-switched networks are more efficient than IP networks in terms of resource utilization.
Answer: FALSE

5) Netflix's initial business model was based on streaming video services.
Answer: FALSE

6) Modern organizations must compete in a 24/7/365 environment.
Answer: TRUE

7) Blockbuster failed primarily because it never attempted to offer online services.
Answer: FALSE

8) IP networks break data into packets and route them individually over the network.
Answer: TRUE

9) LinkedIn identified artificial intelligence as the #1 in-demand technical skill for 2024.
Answer: TRUE

10) The Long Tail strategy is equally effective for both online and brick-and-mortar retailers.
Answer: FALSE

11) Which characteristic is NOT typically associated with disruptive technologies?
A) Initially serves a niche market
B) Considered inferior at first
C) Immediate widespread adoption
D) Improves over time
Answer: D




1

,12) According to the text, modern organizations operate in which environment?
A) Local markets only
B) Regional competition only
C) Global, interconnected, and data-intensive
D) Traditional business hours only
Answer: C

13) What was a key difference between Cisco Systems and Nortel Networks?
A) Cisco focused on IP networking while Nortel focused on circuit-switched networking.
B) Nortel was newer than Cisco.
C) Cisco only served international markets.
D) Nortel only served small businesses.
Answer: A

14) Why did Blockbuster struggle with the Long Tail concept?
A) They had too many stores.
B) Physical space limitations in stores restricted inventory.
C) They had too few customers.
D) Their prices were too high.
Answer: B

15) Netflix initially disrupted Blockbuster by:
A) Offering streaming services
B) Having lower prices
C) Providing DVD-by-mail service
D) Opening more stores
Answer: C

16) What is a key characteristic of modern data-driven decision making?
A) Relying solely on past experience
B) Making decisions based on intuition
C) Using objective evidence from data analysis
D) Avoiding technology use
Answer: C

17) Circuit-switched networks:
A) Break data into packets
B) Establish dedicated communication paths
C) Are more efficient than IP networks
D) Were invented after IP networks
Answer: B

18) The Long Tail strategy is most effective for:
A) Small brick-and-mortar stores
B) Online retailers
C) Local markets only
D) Single-product companies
Answer: B
2

,19) Why do established companies often miss disruptive technologies?
A) They are too small to implement them.
B) They focus too much on existing customers and products.
C) They lack resources.
D) They don't have access to new technologies.
Answer: B

20) IP networks are more efficient than circuit-switched networks because:
A) They're older technology
B) They use resources only as needed
C) They require more bandwidth
D) They're more expensive
Answer: B

21) What was Blockbuster's primary business model?
A) Online streaming
B) DVD-by-mail
C) Physical stores with movie rentals
D) Movie production
Answer: C

22) According to Clayton Christensen, disruptive technologies initially:
A) Serve large markets
B) Have superior performance
C) Serve small, niche markets
D) Replace existing technologies immediately
Answer: C

23) Modern organizations must leverage:
A) Only traditional decision-making methods
B) Data-driven decision making in real-time
C) Annual planning cycles
D) Quarterly reviews only
Answer: B

24) The failure of Nortel Networks demonstrates:
A) The importance of adapting to technological change
B) The advantage of being a larger company
C) The benefit of avoiding new technologies
D) The superiority of circuit-switched networks
Answer: A

25) Which statement best describes modern business competition?
A) It is limited to business hours.
B) It is primarily local.
C) It is global and constant (24/7/365).
D) It is less intense than in the past.
Answer: C
3

,26) Why is the modern business environment considered intensely competitive and data
intensive?
Answer: The modern business environment is intensely competitive because organizations now
operate in a global market, forcing them to compete not only with local firms but also with
international companies. This competition spans diverse geographic regions, each with its own
cultural and regulatory considerations, making it crucial for companies to adapt quickly and
effectively. Additionally, the environment is data intensive, as the volume of data generated and
accessible today allows businesses to make informed, real-time decisions. Advances in
technology enable companies to capture, store, and analyze vast amounts of data, ensuring that
strategic decisions are based on objective, up-to-date information rather than on outdated
assumptions. Together, these factors make the modern business landscape dynamic, challenging,
and reliant on continuous data-driven insights for success.

27) What is disruptive technology, and how does it impact established companies?
Answer: Disruptive technology is an innovation that fundamentally alters the way businesses,
customers, and entire industries operate. Initially, these technologies may appear to serve only
niche markets with lower performance compared to existing options. However, they often bring
unique advantages, such as cost-effectiveness, convenience, or user-friendliness, which attract a
subset of customers. Over time, these technologies improve, and as their benefits become more
apparent, they begin to replace or transform established markets, sometimes rendering existing
products or services obsolete. Established companies often struggle to adopt disruptive
technologies because they focus on maintaining their current offerings, viewing new
technologies as inferior or irrelevant. This hesitance can lead them to miss opportunities to enter
new markets or keep pace with technological advancements, as seen in the cases of Nortel with
Cisco and Blockbuster with Netflix.

28) How did Cisco's focus on IP networking contribute to its success over Nortel?
Answer: Cisco's emphasis on IP (Internet Protocol) networking was a major factor in its
success over Nortel. While Nortel relied on traditional circuit-switched networking, which
required dedicated communication paths, Cisco focused on packet-switched networks that use
IP. IP networking allows data to be broken into packets and sent over shared paths, making it
more efficient and less costly than circuit-switched networking. This technology became
increasingly valuable as the Internet grew, creating a demand for efficient, scalable networking
solutions that could handle higher volumes and longer distances. Cisco's foresight in focusing on
IP networking allowed it to adapt to the changing landscape, while Nortel, tied to its circuit-
switched model, struggled to keep up. This difference in technological focus ultimately
contributed to Cisco's rise and Nortel's decline, culminating in Nortel's bankruptcy in 2009.




4

,29) Why was Netflix's business model disruptive to Blockbuster's?
Answer: Netflix's business model disrupted Blockbuster's by leveraging a more convenient,
affordable, and technology-driven approach to movie rentals. Unlike Blockbuster's traditional
brick-and-mortar setup, where customers had to physically visit stores to rent and return videos,
Netflix offered a DVD-by-mail service that allowed customers to rent movies online, avoiding
the inconvenience of in-person rentals. Additionally, Netflix adopted a subscription model,
which eliminated late fees and offered a more budget-friendly alternative to Blockbuster's pay-
per-rental approach. Over time, Netflix further innovated by introducing personalized
recommendations and streaming services, further appealing to customers' desire for convenience
and choice. Although Blockbuster attempted to adapt, it struggled to keep up with Netflix's
digital-first model, which had already garnered a large, loyal customer base. This shift ultimately
led to Blockbuster's bankruptcy, with Netflix emerging as a leader in the video streaming
industry.

30) What makes artificial intelligence (AI) a prominent competitive advantage and disruptive
technology today?
Answer: Artificial intelligence (AI) is recognized as a leading competitive advantage and
disruptive technology because it fundamentally transforms how businesses operate and interact
with their customers. AI enables organizations to analyze massive amounts of data quickly,
facilitating real-time decision-making, personalization, and automation at an unprecedented
scale. This technology enhances efficiency, accuracy, and speed, providing companies with tools
to innovate and respond rapidly to market changes. In addition to operational benefits, AI is
increasingly in demand as a skill, as noted by LinkedIn's identification of AI and machine
learning as the top technical skills for 2024. AI's potential applications span nearly every
industry, from healthcare to finance to logistics, making a foundational understanding of AI
essential not only for technical professionals but for anyone in business today. Its impact extends
beyond enhancing business processes; it disrupts entire industries, setting new standards for
competitiveness and customer expectations.

31) Why is a basic understanding of AI and ML essential for students, even if they are not
technical professionals?
Answer: A basic understanding of artificial intelligence (AI) and machine learning (ML) is
crucial for all students, not just technical professionals, because these technologies are deeply
embedded in today's business landscape across numerous disciplines. AI and ML applications
span industries, including marketing, finance, supply chain, healthcare, and more. As future
business leaders and decision-makers, students will need to understand the strategic value and
ethical implications of these technologies to make informed decisions that harness AI and ML
for competitive advantage. This foundational knowledge enables students to recognize
opportunities for automation, improve data-driven decision-making, and understand the ways AI
and ML can reshape processes, allowing them to be AI-literate and "informed users" in their
respective fields.




5

,32) How does a global environment influence business competition?
Answer: Operating in a global environment intensifies business competition because
companies are no longer limited to local markets–they must compete with firms worldwide. This
global reach requires businesses to manage diverse customer preferences, navigate cultural
norms, and comply with varying regulatory requirements. To succeed, companies must be agile,
adopting strategies that allow them to innovate quickly and serve various customer needs across
multiple regions. Additionally, the global nature of business increases the pace of technological
change, as companies continuously adopt innovations to maintain an edge over international
competitors. In this environment, firms that effectively manage these complexities and adapt
quickly to new markets and regulatory conditions are best positioned for success.

33) What role did the Long Tail strategy play in Netflix's success over Blockbuster?
Answer: The Long Tail strategy significantly contributed to Netflix's success over Blockbuster
by allowing the company to offer a vast selection of movies and shows that went beyond
mainstream titles. Unlike Blockbuster's brick-and-mortar stores, which were limited by physical
shelf space and could only carry popular titles, Netflix's online platform allowed it to provide
access to niche films and lesser-known content that appealed to a wider range of customer
interests. This strategy helped Netflix attract a broader customer base, tapping into demand for
diverse and unique content that traditional stores could not stock. The Long Tail not only
increased customer satisfaction by catering to varied tastes but also enabled Netflix to maximize
revenue from less popular content, creating a competitive edge over Blockbuster's traditional
model.

34) Why do established companies often fail to adopt disruptive technologies?
Answer: Established companies frequently fail to adopt disruptive technologies because they
are focused on maintaining their existing products and customer base. Disruptive technologies
usually start by targeting niche markets with initially lower performance than mainstream
alternatives, leading established firms to overlook their potential. These companies often
prioritize incremental improvements to their current offerings, believing that their core customers
prefer the familiar, proven solutions. Additionally, they may view new technologies as risky or
inferior, causing them to dismiss early-stage innovations that eventually evolve and capture
broader markets. By the time these disruptive technologies mature and gain traction, established
companies are often too slow to adapt, missing opportunities to enter new markets or update their
business models.

35) What is the significance of LinkedIn identifying AI and ML as the top technical skills for
2024?
Answer: LinkedIn's designation of artificial intelligence (AI) and machine learning (ML) as the
top technical skills for 2024 underscores the growing demand for professionals skilled in these
areas across industries. This trend highlights the critical role AI and ML have in enhancing
productivity, driving innovation, and maintaining a competitive edge in today's data-driven
economy. By investing in AI and ML expertise, organizations can harness the power of
automation, predictive analytics, and personalization to meet customer needs more effectively.
LinkedIn's ranking reflects the shift toward a future where understanding and applying AI and
ML are essential for technical roles and business professionals who will rely on these tools to
inform strategic decisions.



6

,1.2 A Brief History of Artificial Intelligence and Machine Learning

1) The Turing Test assesses a machine's ability to exhibit intelligent behavior indistinguishable
from human behavior.
Answer: TRUE

2) Arthur Samuel's checkers program was an early example of supervised learning.
Answer: FALSE

3) The Dartmouth Conference participants accurately predicted the timeline for AI development.
Answer: FALSE

4) Expert systems and AI/ML systems both require some form of human expert involvement.
Answer: TRUE

5) Cloud computing requires users to maintain their own local servers.
Answer: FALSE

6) Graphics Processing Units (GPUs) are specialized for sequential processing.
Answer: FALSE

7) Large language models can only process text data.
Answer: FALSE

8) The 1990s saw the emergence of both big data and cloud computing.
Answer: TRUE

9) Expert systems can always better explain their recommendations than AI/ML systems.
Answer: TRUE

10) Generative AI is limited to creating text-based content.
Answer: FALSE

11) The Turing Test involves:
A) A computer playing chess
B) Image Recognition
C) Mathematical calculations
D) Natural language conversation
Answer: D

12) Which of these is NOT a characteristic of big data?
A) Visibility
B) Velocity
C) Volume
D) Variety
Answer: A



7

, 13) Arthur Samuel's checkers program demonstrated:
A) Supervised learning
B) Reinforcement learning
C) Deep learning
D) Expert systems
Answer: B

14) Expert systems primarily operate using:
A) Neural networks
B) Deep learning
C) Random algorithms
D) IF-THEN rules
Answer: D

15) Which technology is specialized for parallel processing?
A) GPU
B) Traditional CPU
C) Floppy disk
D) RAM
Answer: A

16) Which is NOT a type of generative AI output?
A) Images
B) Audio
C) Hardware
D) Video
Answer: C

17) Large language models learn from:
A) Academic papers
B) Websites
C) Conversations
D) All of the above
Answer: D

18) Cloud computing provides:
A) Social media platforms
B) Computing resources over the internet
C) Graphic design tools
D) All of the above
Answer: D

19) The primary challenge of expert systems is:
A) Cost of hardware
B) Lack of data
C) Difficulty in transferring human expertise
D) Internet connectivity
Answer: C
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