Neural Networks Basics
True or False: Neural networks are designed to mimic the way the human brain processes information.
What is true?
What type of data do CNNs primarily process?
What are images?
Which Python library is commonly used for data manipulation, especially with tables?
Pandas.
Used in the linear regression formula, commonly referred to as rise-over-run.
What is slope?
What is the term for a single pass of all training data through a neural network?
True or False: RNNs are commonly used for image classification tasks.
What is false?
Which library would you use in Python to create visualizations and graphs?
Matplotlib.
Which famous AI system defeated the world’s top Go player, Lee Sedol, in 2016?
AlphaGo.
In neural networks, what is the term for layers between the input and output that transform inputs through weights and biases?
Hidden layers
This data type is something that RNNs are useful in
What is sequential data?
Which Python library provides easy-to-use tools for machine learning, including algorithms for classification, regression, and clustering?
What kind of learning is it called when an algorithm is provided labeled training data?
What is supervised learning?
What is the term for adjusting the weights in a neural network based on the error rate of the output?
What is backpropagation?
Why are CNNs preferred for image processing over regular neural networks?
They can recognize spatial hierarchies and features in images more effectively.
Which Python library is widely used for data analysis and scientific computing, known for its arrays?
Numpy
What AI technique allows computers to generate realistic images, voices, and even videos of people?
Deepfake technology.
What is the purpose of the loss function in a neural network?
To measure the error between the network's predictions and the actual values, guiding optimization.
Name common applications of CNNs and RNNs in real-world technology.
Facial recognition and self-driving cars. - CNNs
Speech recognition or language translation. - RNNs
Name one advantage of using Python libraries in AI and machine learning.
They offer pre-built functions and tools, reducing development time and making complex tasks easier.
What does "GPT" stand for in language models like GPT-3?
Generative Pre-trained Transformer.