AI and Machine Learning Exam

What type of learning involves an AI agent learning through trial and error by interacting with an environment, receiving rewards for good actions and penalties for bad actions, and improving its decision-making over time?

• Supervised Learning

• Unsupervised Learning

• Reinforcement Learning

• Deep Learning

What term refers to a network of physical devices connected to the internet that can collect, share, and act on data?

• Cloud Computing

• Internet of Things

• Artificial Intelligence

• Blockchain

A company wants to develop a system where devices in a smart home, such as thermostats, lights, and security cameras, can communicate with each other to improve efficiency. They plan to use a network where all devices can gather and share data. Which of the following terms best describes this system?

• Data Science

• Artificial Intelligence

• Internet of things

• Deep Learning

What term refers to the simulation of human intelligence in machines that are designed to solve problems and mimic human behavior?

• Data Science

• Artificial Intelligence

• Machine Learning

• Robotics

What refers to the process of organizing, analyzing, and interpreting data to identify patterns?

• Data Mining

• Data Processing and Pattern Recognition

• Supervised Learning

• Data Modeling

Who is known for inventing the first mechanical calculating machine in 1642?

• Alan Turing

• Blaise Pascal

• Charles Babbage

• John von Neumann

Which layer of the Internet of Things is responsible for distributing the learning content?

• Perception Layer

• Network Layer

• Application Layer

• Middleware Layer

What term refers to online platforms such as AWS, Google Cloud, and Microsoft Azure that offer on-demand computing power for AI applications?

• Edge Computing

• Cloud Platforms

• Operating Systems

• AI Frameworks

Which layer of the Internet of Things (IoT) is characterized by the use of digital devices that collect information and request data from networks?

• Perception Layer

• Network Layer

• Application Layer

• Data Management Layer

You are tasked with building a recommendation engine for an online shopping platform. The system learns from user preferences and past purchases, continuously improving its suggestions as more data becomes available. Which concept describes how the system improves over time by processing data without being explicitly programmed for each task?

• Supervised Learning

• Machine Learning

• Reinforcement Learning

• Deep Learning