Neural Networks
This is a computational model inspired by the human brain, consisting of layers of interconnected nodes
What is a neural network?
This is the task of converting human language into a form that machines can understand.
What is natural language processing?
Chat GPT uses this to understand what users are saying
What is natural language processing?
Neural networks are commonly used for this application in smartphones to identify objects in photos
This is the process of breaking down a sentence into individual words (or tokens!) and removes punctuation
What is tokenization?
This machine learning technique classifies data into categories, such as "spam" or "not spam."
What is classification?
Each one of these receives input, processes it, and then passes the result to the next layer of the network
What are nodes (aka neurons)?
This process removes prefixes and suffixes (reverts word to base form)
What is lemmatization?
'Quick Draw' by Google uses this model to make predictions
What are neural networks?
This is changed in a neural network model based on the previous output to obtain calculate accurate outputs
What are weights?
This identifies the grammatical roles of words (ex. noun, verb, adjective) helps the machine understand sentence structure
What is part of speech tagging?
This problem occurs when a model fits the training data too well, reducing its ability to generalize
What is overfitting?
Ths is the measurement of the error between predicted and actual values
What is a loss function?
This assigns labels to text (ex. spam detection, sentiment analysis)
What is text classification?
This is a large group of networked computer servers typically used by organizations for the remote storage, processing, or distribution of large amounts of data.
What are AI data centers?